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e0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Ffont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO%2BYOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr%2BH1jR7km9vcvqN9657vffefkv%2BfKxge1X%2B7RdjYUPIESN7gTvRkB%2FRMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F%2BUX4%2BWKS4iBTP0IWxGtZgOdMaV4KTayqHQF%2FVihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g%2FqRCuy3vmQ3W9Vu8qbVbP%2BSzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB%2BLopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9RW3t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AF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjFTMVIREzNSM1IQMgMggLGRMmGBlkMhkZ%2FnAEDiIaFmQZGCYTGQsIMgMgASzIyP7UyMgBLAK8FSAVDggDAf3aFhkCAWRkAQUJFQ4CJgEDCA4VIBUBLPzgZGQBLGRkAAABAMgAZgNyBEoAEgAAATMyFgcJARYGKwEiJwEmNDcBNgK9oBAKDP4wAdAMChCgDQr%2BKQcHAdcKBEoWDP4w%2FjAMFgkB1wgUCAHXCQAAAQE%2BAGYD6ARKABIAAAEzMhcBFhQHAQYrASImNwkBJjYBU6ANCgHXBwf%2BKQoNoBAKDAHQ%2FjAMCgRKCf4pCBQI%2FikJFgwB0AHQDBYAAAEAZgDIBEoDcgASAAAAFh0BFAcBBiInASY9ATQ2FwkBBDQWCf4pCBQI%2FikJFgwB0AHQA3cKEKANCv4pBwcB1woNoBAKDP4wAdAAAAABAGYBPgRKA%2BgAEgAACQEWHQEUBicJAQYmPQE0NwE2MgJqAdcJFgz%2BMP4wDBYJAdcIFAPh%2FikKDaAQCgwB0P4wDAoQoA0KAdcHAAAAAgDZ%2F%2FkEPQSwAAUAOgAAARQGIzQ2BTMyFh8BNjc%2BAh4EBgcOBgcGIiYjIgYiJy4DLwEuAT4EHgEXJyY2A%2BiwfLD%2BVmQVJgdPBQsiKFAzRyorDwURAQQSFyozTSwNOkkLDkc3EDlfNyYHBw8GDyUqPjdGMR%2BTDA0EsHywfLDIHBPCAQIGBwcFDx81S21DBxlLR1xKQhEFBQcHGWt0bCQjP2hJNyATBwMGBcASGAAAAAACAMgAFQOEBLAAFgAaAAATITIWFREUBisBEQcGJjURIyImNRE0NhcVITX6AlgVHR0Vlv8TGpYVHR2rASwEsB0V%2FnAVHf4MsgkQFQKKHRUBkBUdZGRkAAAAAgDIABkETASwAA4AEgAAEyEyFhURBRElIREjETQ2ARU3NfoC7ic9%2FUQCWP1EZB8BDWQEsFEs%2FFt1A7Z9%2FBgEARc0%2FV1kFGQAAQAAAAECTW%2FDBF9fDzz1AB8EsAAAAADQdnOXAAAAANB2c5f%2FUf%2BcBdwFFAAAAAgAAg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3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzMyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI1IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTYiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDVmOyIgaG9yaXotYWR2LXg9IjMyNSIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwYWM7IiBkPSJNNzQ0IDExOThxMjQyIDAgMzU0IC0xODlxNjAgLTEwNCA2NiAtMjA5aC0xODFxMCA0NSAtMTcuNSA4Mi41dC00My41IDYxLjV0LTU4IDQwLjV0LTYwLjUgMjR0LTUxLjUgNy41cS0xOSAwIC00MC41IC01LjV0LTQ5LjUgLTIwLjV0LTUzIC0zOHQtNDkgLTYyLjV0LTM5IC04OS41aDM3OWwtMTAwIC0xMDBoLTMwMHEtNiAtNTAgLTYgLTEwMGg0MDZsLTEwMCAtMTAwaC0zMDBxOSAtNzQgMzMgLTEzMnQ1Mi41IC05MXQ2MS41IC01NC41dDU5IC0yOSB0NDcgLTcuNXEyMiAwIDUwLjUgNy41dDYwLjUgMjQuNXQ1OCA0MXQ0My41IDYxdDE3LjUgODBoMTc0cS0zMCAtMTcxIC0xMjggLTI3OHEtMTA3IC0xMTcgLTI3NCAtMTE3cS0yMDYgMCAtMzI0IDE1OHEtMzYgNDggLTY5IDEzM3QtNDUgMjA0aC0yMTdsMTAwIDEwMGgxMTJxMSA0NyA2IDEwMGgtMjE4bDEwMCAxMDBoMTM0cTIwIDg3IDUxIDE1My41dDYyIDEwMy41cTExNyAxNDEgMjk3IDE0MXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMGJkOyIgZD0iTTQyOCAxMjAwaDM1MHE2NyAwIDEyMCAtMTN0ODYgLTMxdDU3IC00OS41dDM1IC01Ni41dDE3IC02NC41dDYuNSAtNjAuNXQwLjUgLTU3di0xNi41di0xNi41cTAgLTM2IC0wLjUgLTU3dC02LjUgLTYxdC0xNyAtNjV0LTM1IC01N3QtNTcgLTUwLjV0LTg2IC0zMS41dC0xMjAgLTEzaC0xNzhsLTIgLTEwMGgyODhxMTAgMCAxMyAtNnQtMyAtMTRsLTEyMCAtMTYwcS02IC04IC0xOCAtMTR0LTIyIC02aC0xMzh2LTE3NXEwIC0xMSAtNS41IC0xOCB0LTE1LjUgLTdoLTE0OXEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djE3NWgtMjY3cS0xMCAwIC0xMyA2dDMgMTRsMTIwIDE2MHE2IDggMTggMTR0MjIgNmgxMTd2MTAwaC0yNjdxLTEwIDAgLTEzIDZ0MyAxNGwxMjAgMTYwcTYgOCAxOCAxNHQyMiA2aDExN3Y0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNNjAwIDEwMDB2LTMwMGgyMDNxNjQgMCA4Ni41IDMzdDIyLjUgMTE5cTAgODQgLTIyLjUgMTE2dC04Ni41IDMyaC0yMDN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjIxMjsiIGQ9Ik0yNTAgNzAwaDgwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC04MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjMxYjsiIGQ9Ik0xMDAwIDEyMDB2LTE1MHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTB2LTEwMHEwIC05MSAtNDkuNSAtMTY1LjV0LTEzMC41IC0xMDkuNXE4MSAtMzUgMTMwLjUgLTEwOS41dDQ5LjUgLTE2NS41di0xNTBoNTBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTE1MGgtODAwdjE1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoNTB2MTUwcTAgOTEgNDkuNSAxNjUuNXQxMzAuNSAxMDkuNXEtODEgMzUgLTEzMC41IDEwOS41IHQtNDkuNSAxNjUuNXYxMDBoLTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxNTBoODAwek00MDAgMTAwMHYtMTAwcTAgLTYwIDMyLjUgLTEwOS41dDg3LjUgLTczLjVxMjggLTEyIDQ0IC0zN3QxNiAtNTV0LTE2IC01NXQtNDQgLTM3cS01NSAtMjQgLTg3LjUgLTczLjV0LTMyLjUgLTEwOS41di0xNTBoNDAwdjE1MHEwIDYwIC0zMi41IDEwOS41dC04Ny41IDczLjVxLTI4IDEyIC00NCAzN3QtMTYgNTV0MTYgNTV0NDQgMzcgcTU1IDI0IDg3LjUgNzMuNXQzMi41IDEwOS41djEwMGgtNDAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDI1ZmM7IiBob3Jpei1hZHYteD0iNTAwIiBkPSJNMCAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDI2MDE7IiBkPSJNNTAzIDEwODlxMTEwIDAgMjAwLjUgLTU5LjV0MTM0LjUgLTE1Ni41cTQ0IDE0IDkwIDE0cTEyMCAwIDIwNSAtODYuNXQ4NSAtMjA2LjVxMCAtMTIxIC04NSAtMjA3LjV0LTIwNSAtODYuNWgtNzUwcS03OSAwIC0xMzUuNSA1N3QtNTYuNSAxMzdxMCA2OSA0Mi41IDEyMi41dDEwOC41IDY3LjVxLTIgMTIgLTIgMzdxMCAxNTMgMTA4IDI2MC41dDI2MCAxMDcuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNmZhOyIgZD0iTTc3NCAxMTkzLjVxMTYgLTkuNSAyMC41IC0yN3QtNS41IC0zMy41bC0xMzYgLTE4N2w0NjcgLTc0NmgzMHEyMCAwIDM1IC0xOC41dDE1IC0zOS41di00MmgtMTIwMHY0MnEwIDIxIDE1IDM5LjV0MzUgMTguNWgzMGw0NjggNzQ2bC0xMzUgMTgzcS0xMCAxNiAtNS41IDM0dDIwLjUgMjh0MzQgNS41dDI4IC0yMC41bDExMSAtMTQ4bDExMiAxNTBxOSAxNiAyNyAyMC41dDM0IC01ek02MDAgMjAwaDM3N2wtMTgyIDExMmwtMTk1IDUzNHYtNjQ2eiAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNzA5OyIgZD0iTTI1IDExMDBoMTE1MHExMCAwIDEyLjUgLTV0LTUuNSAtMTNsLTU2NCAtNTY3cS04IC04IC0xOCAtOHQtMTggOGwtNTY0IDU2N3EtOCA4IC01LjUgMTN0MTIuNSA1ek0xOCA4ODJsMjY0IC0yNjRxOCAtOCA4IC0xOHQtOCAtMThsLTI2NCAtMjY0cS04IC04IC0xMyAtNS41dC01IDEyLjV2NTUwcTAgMTAgNSAxMi41dDEzIC01LjV6TTkxOCA2MThsMjY0IDI2NHE4IDggMTMgNS41dDUgLTEyLjV2LTU1MHEwIC0xMCAtNSAtMTIuNXQtMTMgNS41IGwtMjY0IDI2NHEtOCA4IC04IDE4dDggMTh6TTgxOCA0ODJsMzY0IC0zNjRxOCAtOCA1LjUgLTEzdC0xMi41IC01aC0xMTUwcS0xMCAwIC0xMi41IDV0NS41IDEzbDM2NCAzNjRxOCA4IDE4IDh0MTggLThsMTY0IC0xNjRxOCAtOCAxOCAtOHQxOCA4bDE2NCAxNjRxOCA4IDE4IDh0MTggLTh6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjcwZjsiIGQ9Ik0xMDExIDEyMTBxMTkgMCAzMyAtMTNsMTUzIC0xNTNxMTMgLTE0IDEzIC0zM3QtMTMgLTMzbC05OSAtOTJsLTIxNCAyMTRsOTUgOTZxMTMgMTQgMzIgMTR6TTEwMTMgODAwbC02MTUgLTYxNGwtMjE0IDIxNGw2MTQgNjE0ek0zMTcgOTZsLTMzMyAtMTEybDExMCAzMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwMTsiIGQ9Ik03MDAgNjUwdi01NTBoMjUwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtODAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWgyNTB2NTUwbC01MDAgNTUwaDEyMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwMjsiIGQ9Ik0zNjggMTAxN2w2NDUgMTYzcTM5IDE1IDYzIDB0MjQgLTQ5di04MzFxMCAtNTUgLTQxLjUgLTk1LjV0LTExMS41IC02My41cS03OSAtMjUgLTE0NyAtNC41dC04NiA3NXQyNS41IDExMS41dDEyMi41IDgycTcyIDI0IDEzOCA4djUyMWwtNjAwIC0xNTV2LTYwNnEwIC00MiAtNDQgLTkwdC0xMDkgLTY5cS03OSAtMjYgLTE0NyAtNS41dC04NiA3NS41dDI1LjUgMTExLjV0MTIyLjUgODIuNXE3MiAyNCAxMzggN3Y2MzlxMCAzOCAxNC41IDU5IHQ1My41IDM0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDM7IiBkPSJNNTAwIDExOTFxMTAwIDAgMTkxIC0zOXQxNTYuNSAtMTA0LjV0MTA0LjUgLTE1Ni41dDM5IC0xOTFsLTEgLTJsMSAtNXEwIC0xNDEgLTc4IC0yNjJsMjc1IC0yNzRxMjMgLTI2IDIyLjUgLTQ0LjV0LTIyLjUgLTQyLjVsLTU5IC01OHEtMjYgLTIwIC00Ni41IC0yMHQtMzkuNSAyMGwtMjc1IDI3NHEtMTE5IC03NyAtMjYxIC03N2wtNSAxbC0yIC0xcS0xMDAgMCAtMTkxIDM5dC0xNTYuNSAxMDQuNXQtMTA0LjUgMTU2LjV0LTM5IDE5MSB0MzkgMTkxdDEwNC41IDE1Ni41dDE1Ni41IDEwNC41dDE5MSAzOXpNNTAwIDEwMjJxLTg4IDAgLTE2MiAtNDN0LTExNyAtMTE3dC00MyAtMTYydDQzIC0xNjJ0MTE3IC0xMTd0MTYyIC00M3QxNjIgNDN0MTE3IDExN3Q0MyAxNjJ0LTQzIDE2MnQtMTE3IDExN3QtMTYyIDQzeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDU7IiBkPSJNNjQ5IDk0OXE0OCA2OCAxMDkuNSAxMDR0MTIxLjUgMzguNXQxMTguNSAtMjB0MTAyLjUgLTY0dDcxIC0xMDAuNXQyNyAtMTIzcTAgLTU3IC0zMy41IC0xMTcuNXQtOTQgLTEyNC41dC0xMjYuNSAtMTI3LjV0LTE1MCAtMTUyLjV0LTE0NiAtMTc0cS02MiA4NSAtMTQ1LjUgMTc0dC0xNTAgMTUyLjV0LTEyNi41IDEyNy41dC05My41IDEyNC41dC0zMy41IDExNy41cTAgNjQgMjggMTIzdDczIDEwMC41dDEwNCA2NHQxMTkgMjAgdDEyMC41IC0zOC41dDEwNC41IC0xMDR6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwNjsiIGQ9Ik00MDcgODAwbDEzMSAzNTNxNyAxOSAxNy41IDE5dDE3LjUgLTE5bDEyOSAtMzUzaDQyMXEyMSAwIDI0IC04LjV0LTE0IC0yMC41bC0zNDIgLTI0OWwxMzAgLTQwMXE3IC0yMCAtMC41IC0yNS41dC0yNC41IDYuNWwtMzQzIDI0NmwtMzQyIC0yNDdxLTE3IC0xMiAtMjQuNSAtNi41dC0wLjUgMjUuNWwxMzAgNDAwbC0zNDcgMjUxcS0xNyAxMiAtMTQgMjAuNXQyMyA4LjVoNDI5eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDc7IiBkPSJNNDA3IDgwMGwxMzEgMzUzcTcgMTkgMTcuNSAxOXQxNy41IC0xOWwxMjkgLTM1M2g0MjFxMjEgMCAyNCAtOC41dC0xNCAtMjAuNWwtMzQyIC0yNDlsMTMwIC00MDFxNyAtMjAgLTAuNSAtMjUuNXQtMjQuNSA2LjVsLTM0MyAyNDZsLTM0MiAtMjQ3cS0xNyAtMTIgLTI0LjUgLTYuNXQtMC41IDI1LjVsMTMwIDQwMGwtMzQ3IDI1MXEtMTcgMTIgLTE0IDIwLjV0MjMgOC41aDQyOXpNNDc3IDcwMGgtMjQwbDE5NyAtMTQybC03NCAtMjI2IGwxOTMgMTM5bDE5NSAtMTQwbC03NCAyMjlsMTkyIDE0MGgtMjM0bC03OCAyMTF6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwODsiIGQ9Ik02MDAgMTIwMHExMjQgMCAyMTIgLTg4dDg4IC0yMTJ2LTI1MHEwIC00NiAtMzEgLTk4dC02OSAtNTJ2LTc1cTAgLTEwIDYgLTIxLjV0MTUgLTE3LjVsMzU4IC0yMzBxOSAtNSAxNSAtMTYuNXQ2IC0yMS41di05M3EwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTExNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5M3EwIDEwIDYgMjEuNXQxNSAxNi41bDM1OCAyMzBxOSA2IDE1IDE3LjV0NiAyMS41djc1cS0zOCAwIC02OSA1MiB0LTMxIDk4djI1MHEwIDEyNCA4OCAyMTJ0MjEyIDg4eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDk7IiBkPSJNMjUgMTEwMGgxMTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtMTA1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTExNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxMDUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTEwMCAxMDAwdi0xMDBoMTAwdjEwMGgtMTAwek04NzUgMTAwMGgtNTUwcS0xMCAwIC0xNy41IC03LjV0LTcuNSAtMTcuNXYtMzUwcTAgLTEwIDcuNSAtMTcuNXQxNy41IC03LjVoNTUwIHExMCAwIDE3LjUgNy41dDcuNSAxNy41djM1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjV6TTEwMDAgMTAwMHYtMTAwaDEwMHYxMDBoLTEwMHpNMTAwIDgwMHYtMTAwaDEwMHYxMDBoLTEwMHpNMTAwMCA4MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMCA2MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMDAgNjAwdi0xMDBoMTAwdjEwMGgtMTAwek04NzUgNTAwaC01NTBxLTEwIDAgLTE3LjUgLTcuNXQtNy41IC0xNy41di0zNTBxMCAtMTAgNy41IC0xNy41IHQxNy41IC03LjVoNTUwcTEwIDAgMTcuNSA3LjV0Ny41IDE3LjV2MzUwcTAgMTAgLTcuNSAxNy41dC0xNy41IDcuNXpNMTAwIDQwMHYtMTAwaDEwMHYxMDBoLTEwMHpNMTAwMCA0MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMCAyMDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMDAgMjAwdi0xMDBoMTAwdjEwMGgtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTA7IiBkPSJNNTAgMTEwMGg0MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNDAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek02NTAgMTEwMGg0MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNDAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDAgcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgNTAwaDQwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC00MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djQwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTY1MCA1MDBoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTQwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djQwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxMTsiIGQ9Ik01MCAxMTAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAxMTAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek04NTAgMTEwMGgyMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTIwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMjAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYyMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA3MDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCA3MDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNODUwIDcwMGgyMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTIwMCBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgMzAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAzMDBoMjAwIHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTg1MCAzMDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41IHQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxMjsiIGQ9Ik01MCAxMTAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAxMTAwaDcwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC03MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA3MDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNDUwIDcwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTIwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNzAwIHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgMzAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAzMDBoNzAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDAgcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC03MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxMzsiIGQ9Ik00NjUgNDc3bDU3MSA1NzFxOCA4IDE4IDh0MTcgLThsMTc3IC0xNzdxOCAtNyA4IC0xN3QtOCAtMThsLTc4MyAtNzg0cS03IC04IC0xNy41IC04dC0xNy41IDhsLTM4NCAzODRxLTggOCAtOCAxOHQ4IDE3bDE3NyAxNzdxNyA4IDE3IDh0MTggLThsMTcxIC0xNzFxNyAtNyAxOCAtN3QxOCA3eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTQ7IiBkPSJNOTA0IDEwODNsMTc4IC0xNzlxOCAtOCA4IC0xOC41dC04IC0xNy41bC0yNjcgLTI2OGwyNjcgLTI2OHE4IC03IDggLTE3LjV0LTggLTE4LjVsLTE3OCAtMTc4cS04IC04IC0xOC41IC04dC0xNy41IDhsLTI2OCAyNjdsLTI2OCAtMjY3cS03IC04IC0xNy41IC04dC0xOC41IDhsLTE3OCAxNzhxLTggOCAtOCAxOC41dDggMTcuNWwyNjcgMjY4bC0yNjcgMjY4cS04IDcgLTggMTcuNXQ4IDE4LjVsMTc4IDE3OHE4IDggMTguNSA4dDE3LjUgLTggbDI2OCAtMjY3bDI2OCAyNjhxNyA3IDE3LjUgN3QxOC41IC03eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTU7IiBkPSJNNTA3IDExNzdxOTggMCAxODcuNSAtMzguNXQxNTQuNSAtMTAzLjV0MTAzLjUgLTE1NC41dDM4LjUgLTE4Ny41cTAgLTE0MSAtNzggLTI2MmwzMDAgLTI5OXE4IC04IDggLTE4LjV0LTggLTE4LjVsLTEwOSAtMTA4cS03IC04IC0xNy41IC04dC0xOC41IDhsLTMwMCAyOTlxLTExOSAtNzcgLTI2MSAtNzdxLTk4IDAgLTE4OCAzOC41dC0xNTQuNSAxMDN0LTEwMyAxNTQuNXQtMzguNSAxODh0MzguNSAxODcuNXQxMDMgMTU0LjUgdDE1NC41IDEwMy41dDE4OCAzOC41ek01MDYuNSAxMDIzcS04OS41IDAgLTE2NS41IC00NHQtMTIwIC0xMjAuNXQtNDQgLTE2NnQ0NCAtMTY1LjV0MTIwIC0xMjB0MTY1LjUgLTQ0dDE2NiA0NHQxMjAuNSAxMjB0NDQgMTY1LjV0LTQ0IDE2NnQtMTIwLjUgMTIwLjV0LTE2NiA0NHpNNDI1IDkwMGgxNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di03NWg3NXExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTE1MHEwIC0xMCAtNy41IC0xNy41IHQtMTcuNSAtNy41aC03NXYtNzVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY3NWgtNzVxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg3NXY3NXEwIDEwIDcuNSAxNy41dDE3LjUgNy41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTY7IiBkPSJNNTA3IDExNzdxOTggMCAxODcuNSAtMzguNXQxNTQuNSAtMTAzLjV0MTAzLjUgLTE1NC41dDM4LjUgLTE4Ny41cTAgLTE0MSAtNzggLTI2MmwzMDAgLTI5OXE4IC04IDggLTE4LjV0LTggLTE4LjVsLTEwOSAtMTA4cS03IC04IC0xNy41IC04dC0xOC41IDhsLTMwMCAyOTlxLTExOSAtNzcgLTI2MSAtNzdxLTk4IDAgLTE4OCAzOC41dC0xNTQuNSAxMDN0LTEwMyAxNTQuNXQtMzguNSAxODh0MzguNSAxODcuNXQxMDMgMTU0LjUgdDE1NC41IDEwMy41dDE4OCAzOC41ek01MDYuNSAxMDIzcS04OS41IDAgLTE2NS41IC00NHQtMTIwIC0xMjAuNXQtNDQgLTE2NnQ0NCAtMTY1LjV0MTIwIC0xMjB0MTY1LjUgLTQ0dDE2NiA0NHQxMjAuNSAxMjB0NDQgMTY1LjV0LTQ0IDE2NnQtMTIwLjUgMTIwLjV0LTE2NiA0NHpNMzI1IDgwMGgzNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0xNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0zNTBxLTEwIDAgLTE3LjUgNy41IHQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxNzsiIGQ9Ik01NTAgMTIwMGgxMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek04MDAgOTc1djE2NnExNjcgLTYyIDI3MiAtMjA5LjV0MTA1IC0zMzEuNXEwIC0xMTcgLTQ1LjUgLTIyNHQtMTIzIC0xODQuNXQtMTg0LjUgLTEyM3QtMjI0IC00NS41dC0yMjQgNDUuNSB0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNHEwIDE4NCAxMDUgMzMxLjV0MjcyIDIwOS41di0xNjZxLTEwMyAtNTUgLTE2NSAtMTU1dC02MiAtMjIwcTAgLTExNiA1NyAtMjE0LjV0MTU1LjUgLTE1NS41dDIxNC41IC01N3QyMTQuNSA1N3QxNTUuNSAxNTUuNXQ1NyAyMTQuNXEwIDEyMCAtNjIgMjIwdC0xNjUgMTU1eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTg7IiBkPSJNMTAyNSAxMjAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTExNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxMTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTcyNSA4MDBoMTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNzUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NzUwIHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek00MjUgNTAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTQ1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTE1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djQ1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek0xMjUgMzAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTI1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTE1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41IHYyNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDMxOyIgZD0iTTk0NyAxMDYwbDEzNSAxMzVxNyA3IDEyLjUgNXQ1LjUgLTEzdi0zNjFxMCAtMTEgLTcuNSAtMTguNXQtMTguNSAtNy41aC0zNjFxLTExIDAgLTEzIDUuNXQ1IDEyLjVsMTM0IDEzNHEtMTEwIDc1IC0yMzkgNzVxLTExNiAwIC0yMTQuNSAtNTd0LTE1NS41IC0xNTUuNXQtNTcgLTIxNC41aC0xNTBxMCAxMTcgNDUuNSAyMjR0MTIzIDE4NC41dDE4NC41IDEyM3QyMjQgNDUuNXExOTIgMCAzNDcgLTExN3pNMTAyNyA2MDBoMTUwIHEwIC0xMTcgLTQ1LjUgLTIyNHQtMTIzIC0xODQuNXQtMTg0LjUgLTEyM3QtMjI0IC00NS41cS0xOTIgMCAtMzQ4IDExOGwtMTM0IC0xMzRxLTcgLTggLTEyLjUgLTUuNXQtNS41IDEyLjV2MzYwcTAgMTEgNy41IDE4LjV0MTguNSA3LjVoMzYwcTEwIDAgMTIuNSAtNS41dC01LjUgLTEyLjVsLTEzMyAtMTMzcTExMCAtNzYgMjQwIC03NnExMTYgMCAyMTQuNSA1N3QxNTUuNSAxNTUuNXQ1NyAyMTQuNXoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ0OyIgZD0iTTI1MCAxMjAwaDgwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTE1MGwtNDUwIDQ0NGwtNDUwIC00NDV2MTE1MXEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA0NTsiIGQ9Ik04MjIgMTIwMGgtNDQ0cS0xMSAwIC0xOSAtNy41dC05IC0xNy41bC03OCAtMzAxcS03IC0yNCA3IC00NWw1NyAtMTA4cTYgLTkgMTcuNSAtMTV0MjEuNSAtNmg0NTBxMTAgMCAyMS41IDZ0MTcuNSAxNWw2MiAxMDhxMTQgMjEgNyA0NWwtODMgMzAxcS0xIDEwIC05IDE3LjV0LTE5IDcuNXpNMTE3NSA4MDBoLTE1MHEtMTAgMCAtMjEgLTYuNXQtMTUgLTE1LjVsLTc4IC0xNTZxLTQgLTkgLTE1IC0xNS41dC0yMSAtNi41aC01NTAgcS0xMCAwIC0yMSA2LjV0LTE1IDE1LjVsLTc4IDE1NnEtNCA5IC0xNSAxNS41dC0yMSA2LjVoLTE1MHEtMTAgMCAtMTcuNSAtNy41dC03LjUgLTE3LjV2LTY1MHEwIC0xMCA3LjUgLTE3LjV0MTcuNSAtNy41aDE1MHExMCAwIDE3LjUgNy41dDcuNSAxNy41djE1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41aDc1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTE1MHEwIC0xMCA3LjUgLTE3LjV0MTcuNSAtNy41aDE1MHExMCAwIDE3LjUgNy41IHQ3LjUgMTcuNXY2NTBxMCAxMCAtNy41IDE3LjV0LTE3LjUgNy41ek04NTAgMjAwaC01MDBxLTEwIDAgLTE5LjUgLTd0LTExLjUgLTE3bC0zOCAtMTUycS0yIC0xMCAzLjUgLTE3dDE1LjUgLTdoNjAwcTEwIDAgMTUuNSA3dDMuNSAxN2wtMzggMTUycS0yIDEwIC0xMS41IDE3dC0xOS41IDd6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA0NjsiIGQ9Ik01MDAgMTEwMGgyMDBxNTYgMCAxMDIuNSAtMjAuNXQ3Mi41IC01MHQ0NCAtNTl0MjUgLTUwLjVsNiAtMjBoMTUwcTQxIDAgNzAuNSAtMjkuNXQyOS41IC03MC41di02MDBxMCAtNDEgLTI5LjUgLTcwLjV0LTcwLjUgLTI5LjVoLTEwMDBxLTQxIDAgLTcwLjUgMjkuNXQtMjkuNSA3MC41djYwMHEwIDQxIDI5LjUgNzAuNXQ3MC41IDI5LjVoMTUwcTIgOCA2LjUgMjEuNXQyNCA0OHQ0NSA2MXQ3MiA0OHQxMDIuNSAyMS41ek05MDAgODAwdi0xMDAgaDEwMHYxMDBoLTEwMHpNNjAwIDczMHEtOTUgMCAtMTYyLjUgLTY3LjV0LTY3LjUgLTE2Mi41dDY3LjUgLTE2Mi41dDE2Mi41IC02Ny41dDE2Mi41IDY3LjV0NjcuNSAxNjIuNXQtNjcuNSAxNjIuNXQtMTYyLjUgNjcuNXpNNjAwIDYwM3E0MyAwIDczIC0zMHQzMCAtNzN0LTMwIC03M3QtNzMgLTMwdC03MyAzMHQtMzAgNzN0MzAgNzN0NzMgMzB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA0NzsiIGQ9Ik02ODEgMTE5OWwzODUgLTk5OHEyMCAtNTAgNjAgLTkycTE4IC0xOSAzNi41IC0yOS41dDI3LjUgLTExLjVsMTAgLTJ2LTY2aC00MTd2NjZxNTMgMCA3NSA0My41dDUgODguNWwtODIgMjIyaC0zOTFxLTU4IC0xNDUgLTkyIC0yMzRxLTExIC0zNCAtNi41IC01N3QyNS41IC0zN3Q0NiAtMjB0NTUgLTZ2LTY2aC0zNjV2NjZxNTYgMjQgODQgNTJxMTIgMTIgMjUgMzAuNXQyMCAzMS41bDcgMTNsMzk5IDEwMDZoOTN6TTQxNiA1MjFoMzQwIGwtMTYyIDQ1N3oiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDU0OyIgZD0iTTUwMCA5NTB2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWg2MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNjAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXpNMTAwIDY1MHYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDEwMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41ek0zMDAgMzUwdjEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTgwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV6TTAgNTB2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWgxMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDAgcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUxOyIgZD0iTTEwMDAgNzAwaC0xMDB2MTAwaC0xMDB2LTEwMGgtMTAwdjUwMGgzMDB2LTUwMHpNNDAwIDMwMGgxNTBxMjEgMCAyNSAtMTF0LTEwIC0yNWwtMjMwIC0yNTBxLTE0IC0xNSAtMzUgLTE1dC0zNSAxNWwtMjMwIDI1MHEtMTQgMTQgLTEwIDI1dDI1IDExaDE1MHY5MDBoMjAwdi05MDB6TTgwMSAxMTAwdi0yMDBoMTAwdjIwMGgtMTAwek0xMDAwIDM1MGwtMjAwIC0yNTBoMjAwdi0xMDBoLTMwMHYxNTBsMjAwIDI1MGgtMjAwdjEwMGgzMDB2LTE1MHogIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE1MjsiIGQ9Ik00MDAgMzAwaDE1MHEyMSAwIDI1IC0xMXQtMTAgLTI1bC0yMzAgLTI1MHEtMTQgLTE1IC0zNSAtMTV0LTM1IDE1bC0yMzAgMjUwcS0xNCAxNCAtMTAgMjV0MjUgMTFoMTUwdjkwMGgyMDB2LTkwMHpNMTAwMCAxMDUwbC0yMDAgLTI1MGgyMDB2LTEwMGgtMzAwdjE1MGwyMDAgMjUwaC0yMDB2MTAwaDMwMHYtMTUwek0xMDAwIDBoLTEwMHYxMDBoLTEwMHYtMTAwaC0xMDB2NTAwaDMwMHYtNTAwek04MDEgNDAwdi0yMDBoMTAwdjIwMGgtMTAweiAiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTk1OyIgZD0iTTYwMCAxMTkxcTEyMCAwIDIyOS41IC00N3QxODguNSAtMTI2dDEyNiAtMTg4LjV0NDcgLTIyOS41dC00NyAtMjI5LjV0LTEyNiAtMTg4LjV0LTE4OC41IC0xMjZ0LTIyOS41IC00N3QtMjI5LjUgNDd0LTE4OC41IDEyNnQtMTI2IDE4OC41dC00NyAyMjkuNXQ0NyAyMjkuNXQxMjYgMTg4LjV0MTg4LjUgMTI2dDIyOS41IDQ3ek02MDAgMTAyMXEtMTE0IDAgLTIxMSAtNTYuNXQtMTUzLjUgLTE1My41dC01Ni41IC0yMTF0NTYuNSAtMjExIHQxNTMuNSAtMTUzLjV0MjExIC01Ni41dDIxMSA1Ni41dDE1My41IDE1My41dDU2LjUgMjExdC01Ni41IDIxMXQtMTUzLjUgMTUzLjV0LTIxMSA1Ni41ek04MDAgNzAwdi0xMDBsLTUwIC01MGwxMDAgLTEwMHYtNTBoLTEwMGwtMTAwIDEwMGgtMTUwdi0xMDBoLTEwMHY0MDBoMzAwek01MDAgNzAwdi0xMDBoMjAwdjEwMGgtMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxOTc7IiBkPSJNNTAzIDEwODlxMTEwIDAgMjAwLjUgLTU5LjV0MTM0LjUgLTE1Ni41cTQ0IDE0IDkwIDE0cTEyMCAwIDIwNSAtODYuNXQ4NSAtMjA3dC04NSAtMjA3dC0yMDUgLTg2LjVoLTEyOHYyNTBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjVoLTMwMHEtMjEgMCAtMzUuNSAtMTQuNXQtMTQuNSAtMzUuNXYtMjUwaC0yMjJxLTgwIDAgLTEzNiA1Ny41dC01NiAxMzYuNXEwIDY5IDQzIDEyMi41dDEwOCA2Ny41cS0yIDE5IC0yIDM3cTAgMTAwIDQ5IDE4NSB0MTM0IDEzNHQxODUgNDl6TTUyNSA1MDBoMTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtMjc1aDEzN3EyMSAwIDI2IC0xMS41dC04IC0yNy41bC0yMjMgLTI0NHEtMTMgLTE2IC0zMiAtMTZ0LTMyIDE2bC0yMjMgMjQ0cS0xMyAxNiAtOCAyNy41dDI2IDExLjVoMTM3djI3NXEwIDEwIDcuNSAxNy41dDE3LjUgNy41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxOTg7IiBkPSJNNTAyIDEwODlxMTEwIDAgMjAxIC01OS41dDEzNSAtMTU2LjVxNDMgMTUgODkgMTVxMTIxIDAgMjA2IC04Ni41dDg2IC0yMDYuNXEwIC05OSAtNjAgLTE4MXQtMTUwIC0xMTBsLTM3OCAzNjBxLTEzIDE2IC0zMS41IDE2dC0zMS41IC0xNmwtMzgxIC0zNjVoLTlxLTc5IDAgLTEzNS41IDU3LjV0LTU2LjUgMTM2LjVxMCA2OSA0MyAxMjIuNXQxMDggNjcuNXEtMiAxOSAtMiAzOHEwIDEwMCA0OSAxODQuNXQxMzMuNSAxMzR0MTg0LjUgNDkuNXogTTYzMiA0NjdsMjIzIC0yMjhxMTMgLTE2IDggLTI3LjV0LTI2IC0xMS41aC0xMzd2LTI3NXEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTE1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djI3NWgtMTM3cS0yMSAwIC0yNiAxMS41dDggMjcuNXExOTkgMjA0IDIyMyAyMjhxMTkgMTkgMzEuNSAxOXQzMi41IC0xOXoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIzOyIgZD0iTTEwNTcgNjQ3bC0xODkgNTA2cS04IDE5IC0yNy41IDMzdC00MC41IDE0aC00MDBxLTIxIDAgLTQwLjUgLTE0dC0yNy41IC0zM2wtMTg5IC01MDZxLTggLTE5IDEuNSAtMzN0MzAuNSAtMTRoNjI1di0xNTBxMCAtMjEgMTQuNSAtMzUuNXQzNS41IC0xNC41dDM1LjUgMTQuNXQxNC41IDM1LjV2MTUwaDEyNXEyMSAwIDMwLjUgMTR0MS41IDMzek04OTcgMGgtNTk1djUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWg1MHY1MCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDQ4djMwMGgyMDB2LTMwMGg0N3EyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTBoNTBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMjQ7IiBkPSJNOTAwIDgwMGgzMDB2LTU3NXEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTM3NXY1OTFsLTMwMCAzMDB2ODRxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgzNzV2LTQwMHpNMTIwMCA5MDBoLTIwMHYyMDB6TTQwMCA2MDBoMzAwdi01NzVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC02NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgzNzV2LTQwMHpNNzAwIDcwMGgtMjAwdjIwMHogIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIyNTsiIGQ9Ik00ODQgMTA5NWgxOTVxNzUgMCAxNDYgLTMyLjV0MTI0IC04NnQ4OS41IC0xMjIuNXQ0OC41IC0xNDJxMTggLTE0IDM1IC0yMHEzMSAtMTAgNjQuNSA2LjV0NDMuNSA0OC41cTEwIDM0IC0xNSA3MXEtMTkgMjcgLTkgNDNxNSA4IDEyLjUgMTF0MTkgLTF0MjMuNSAtMTZxNDEgLTQ0IDM5IC0xMDVxLTMgLTYzIC00NiAtMTA2LjV0LTEwNCAtNDMuNWgtNjJxLTcgLTU1IC0zNSAtMTE3dC01NiAtMTAwbC0zOSAtMjM0cS0zIC0yMCAtMjAgLTM0LjUgdC0zOCAtMTQuNWgtMTAwcS0yMSAwIC0zMyAxNC41dC05IDM0LjVsMTIgNzBxLTQ5IC0xNCAtOTEgLTE0aC0xOTVxLTI0IDAgLTY1IDhsLTExIC02NHEtMyAtMjAgLTIwIC0zNC41dC0zOCAtMTQuNWgtMTAwcS0yMSAwIC0zMyAxNC41dC05IDM0LjVsMjYgMTU3cS04NCA3NCAtMTI4IDE3NWwtMTU5IDUzcS0xOSA3IC0zMyAyNnQtMTQgNDB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDEyNHExMSA4NyA1NiAxNjZsLTExMSA5NSBxLTE2IDE0IC0xMi41IDIzLjV0MjQuNSA5LjVoMjAzcTExNiAxMDEgMjUwIDEwMXpNNjc1IDEwMDBoLTI1MHEtMTAgMCAtMTcuNSAtNy41dC03LjUgLTE3LjV2LTUwcTAgLTEwIDcuNSAtMTcuNXQxNy41IC03LjVoMjUwcTEwIDAgMTcuNSA3LjV0Ny41IDE3LjV2NTBxMCAxMCAtNy41IDE3LjV0LTE3LjUgNy41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMjY7IiBkPSJNNjQxIDkwMGw0MjMgMjQ3cTE5IDggNDIgMi41dDM3IC0yMS41bDMyIC0zOHExNCAtMTUgMTIuNSAtMzZ0LTE3LjUgLTM0bC0xMzkgLTEyMGgtMzkwek01MCAxMTAwaDEwNnE2NyAwIDEwMyAtMTd0NjYgLTcxbDEwMiAtMjEyaDgyM3EyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTBxMCAtMjEgLTE0IC00MHQtMzMgLTI2bC03MzcgLTEzMnEtMjMgLTQgLTQwIDZ0LTI2IDI1cS00MiA2NyAtMTAwIDY3aC0zMDBxLTYyIDAgLTEwNiA0NCB0LTQ0IDEwNnYyMDBxMCA2MiA0NCAxMDZ0MTA2IDQ0ek0xNzMgOTI4aC04MHEtMTkgMCAtMjggLTE0dC05IC0zNXYtNTZxMCAtNTEgNDIgLTUxaDEzNHExNiAwIDIxLjUgOHQ1LjUgMjRxMCAxMSAtMTYgNDV0LTI3IDUxcS0xOCAyOCAtNDMgMjh6TTU1MCA3MjdxLTMyIDAgLTU0LjUgLTIyLjV0LTIyLjUgLTU0LjV0MjIuNSAtNTQuNXQ1NC41IC0yMi41dDU0LjUgMjIuNXQyMi41IDU0LjV0LTIyLjUgNTQuNXQtNTQuNSAyMi41ek0xMzAgMzg5IGwxNTIgMTMwcTE4IDE5IDM0IDI0dDMxIC0zLjV0MjQuNSAtMTcuNXQyNS41IC0yOHEyOCAtMzUgNTAuNSAtNTF0NDguNSAtMTNsNjMgNWw0OCAtMTc5cTEzIC02MSAtMy41IC05Ny41dC02Ny41IC03OS41bC04MCAtNjlxLTQ3IC00MCAtMTA5IC0zNS41dC0xMDMgNTEuNWwtMTMwIDE1MXEtNDAgNDcgLTM1LjUgMTA5LjV0NTEuNSAxMDIuNXpNMzgwIDM3N2wtMTAyIC04OHEtMzEgLTI3IDIgLTY1bDM3IC00M3ExMyAtMTUgMjcuNSAtMTkuNSB0MzEuNSA2LjVsNjEgNTNxMTkgMTYgMTQgNDlxLTIgMjAgLTEyIDU2dC0xNyA0NXEtMTEgMTIgLTE5IDE0dC0yMyAtOHoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjQ2OyIgZD0iTTUwIDEwMDBoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0zNTBoMTAwdjE1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xNTBoMTAwdi0xMDBoLTEwMHYtMTUwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC00MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djE1MGgtMTAwdi0zNTBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTQwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djgwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTcwMCA3MDB2LTMwMGgzMDB2MzAwaC0zMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI0NzsiIGQ9Ik0xMDAgMGgtMTAwdjEyMDBoMTAwdi0xMjAwek0yNTAgMTEwMGg0MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNDAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek0zMDAgMTAwMHYtMzAwaDMwMHYzMDBoLTMwMHpNMjUwIDUwMGg5MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMCBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTkwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjQ4OyIgZD0iTTYwMCAxMTAwaDE1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xNTB2LTEwMGg0NTBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtOTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDM1MHYxMDBoLTE1MHEtMjEgMCAtMzUuNSAxNC41IHQtMTQuNSAzNS41djQwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoMTUwdjEwMGgxMDB2LTEwMHpNNDAwIDEwMDB2LTMwMGgzMDB2MzAwaC0zMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI0OTsiIGQ9Ik0xMjAwIDBoLTEwMHYxMjAwaDEwMHYtMTIwMHpNNTUwIDExMDBoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTQwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNjAwIDEwMDB2LTMwMGgzMDB2MzAwaC0zMDB6TTUwIDUwMGg5MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMCBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTkwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUzOyIgZD0iTTYzNSA4NjVsNDk0IC00OTRxMjkgLTI5IDIwLjUgLTUwdC00OS41IC0yMWgtMTAwMHEtNDEgMCAtNDkuNSAyMXQyMC41IDUwbDQ5NCA0OTRxMTQgMTQgMzUgMTR0MzUgLTE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNTQ7IiBkPSJNNzAwIDc0MXYtMTgybC02OTIgLTMyM3YyMjFsNDEzIDE5M2wtNDEzIDE5M3YyMjF6TTEyMDAgMGgtODAwdjIwMGg4MDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU1OyIgZD0iTTEyMDAgOTAwaC0yMDB2LTEwMGgyMDB2LTEwMGgtMzAwdjMwMGgyMDB2MTAwaC0yMDB2MTAwaDMwMHYtMzAwek0wIDcwMGg1MHEwIDIxIDQgMzd0OS41IDI2LjV0MTggMTcuNXQyMiAxMXQyOC41IDUuNXQzMSAydDM3IDAuNWgxMDB2LTU1MHEwIC0yMiAtMjUgLTM0LjV0LTUwIC0xMy41bC0yNSAtMnYtMTAwaDQwMHYxMDBxLTQgMCAtMTEgMC41dC0yNCAzdC0zMCA3dC0yNCAxNXQtMTEgMjQuNXY1NTBoMTAwcTI1IDAgMzcgLTAuNXQzMSAtMiB0MjguNSAtNS41dDIyIC0xMXQxOCAtMTcuNXQ5LjUgLTI2LjV0NCAtMzdoNTB2MzAwaC04MDB2LTMwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU2OyIgZD0iTTgwMCA3MDBoLTUwcTAgMjEgLTQgMzd0LTkuNSAyNi41dC0xOCAxNy41dC0yMiAxMXQtMjguNSA1LjV0LTMxIDJ0LTM3IDAuNWgtMTAwdi01NTBxMCAtMjIgMjUgLTM0LjV0NTAgLTE0LjVsMjUgLTF2LTEwMGgtNDAwdjEwMHE0IDAgMTEgMC41dDI0IDN0MzAgN3QyNCAxNXQxMSAyNC41djU1MGgtMTAwcS0yNSAwIC0zNyAtMC41dC0zMSAtMnQtMjguNSAtNS41dC0yMiAtM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<script src="data:application/x-javascript;base64,/*!
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<script src="data:application/x-javascript;base64,// Production steps of ECMA-262, Edition 5, 15.4.4.18
// Reference: http://es5.github.io/#x15.4.4.18
if (!Array.prototype.forEach) {

  Array.prototype.forEach = function(callback, thisArg) {

    var T, k;

    if (this === null) {
      throw new TypeError(' this is null or not defined');
    }

    // 1. Let O be the result of calling toObject() passing the
    // |this| value as the argument.
    var O = Object(this);

    // 2. Let lenValue be the result of calling the Get() internal
    // method of O with the argument "length".
    // 3. Let len be toUint32(lenValue).
    var len = O.length >>> 0;

    // 4. If isCallable(callback) is false, throw a TypeError exception.
    // See: http://es5.github.com/#x9.11
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    // 5. If thisArg was supplied, let T be thisArg; else let
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    // 6. Let k be 0
    k = 0;

    // 7. Repeat, while k < len
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      var kValue;

      // a. Let Pk be ToString(k).
      //    This is implicit for LHS operands of the in operator
      // b. Let kPresent be the result of calling the HasProperty
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      //    This step can be combined with c
      // c. If kPresent is true, then
      if (k in O) {

        // i. Let kValue be the result of calling the Get internal
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        kValue = O[k];

        // ii. Call the Call internal method of callback with T as
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        callback.call(T, kValue, k, O);
      }
      // d. Increase k by 1.
      k++;
    }
    // 8. return undefined
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}

// Production steps of ECMA-262, Edition 5, 15.4.4.19
// Reference: http://es5.github.io/#x15.4.4.19
if (!Array.prototype.map) {

  Array.prototype.map = function(callback, thisArg) {

    var T, A, k;

    if (this == null) {
      throw new TypeError(' this is null or not defined');
    }

    // 1. Let O be the result of calling ToObject passing the |this|
    //    value as the argument.
    var O = Object(this);

    // 2. Let lenValue be the result of calling the Get internal
    //    method of O with the argument "length".
    // 3. Let len be ToUint32(lenValue).
    var len = O.length >>> 0;

    // 4. If IsCallable(callback) is false, throw a TypeError exception.
    // See: http://es5.github.com/#x9.11
    if (typeof callback !== 'function') {
      throw new TypeError(callback + ' is not a function');
    }

    // 5. If thisArg was supplied, let T be thisArg; else let T be undefined.
    if (arguments.length > 1) {
      T = thisArg;
    }

    // 6. Let A be a new array created as if by the expression new Array(len)
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    // 7. Let k be 0
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    while (k < len) {

      var kValue, mappedValue;

      // a. Let Pk be ToString(k).
      //   This is implicit for LHS operands of the in operator
      // b. Let kPresent be the result of calling the HasProperty internal
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      //   This step can be combined with c
      // c. If kPresent is true, then
      if (k in O) {

        // i. Let kValue be the result of calling the Get internal
        //    method of O with argument Pk.
        kValue = O[k];

        // ii. Let mappedValue be the result of calling the Call internal
        //     method of callback with T as the this value and argument
        //     list containing kValue, k, and O.
        mappedValue = callback.call(T, kValue, k, O);

        // iii. Call the DefineOwnProperty internal method of A with arguments
        // Pk, Property Descriptor
        // { Value: mappedValue,
        //   Writable: true,
        //   Enumerable: true,
        //   Configurable: true },
        // and false.

        // In browsers that support Object.defineProperty, use the following:
        // Object.defineProperty(A, k, {
        //   value: mappedValue,
        //   writable: true,
        //   enumerable: true,
        //   configurable: true
        // });

        // For best browser support, use the following:
        A[k] = mappedValue;
      }
      // d. Increase k by 1.
      k++;
    }

    // 9. return A
    return A;
  };
}

var PagedTable = function (pagedTable) {
  var me = this;

  var source = function(pagedTable) {
    var sourceElems = [].slice.call(pagedTable.children).filter(function(e) {
      return e.hasAttribute("data-pagedtable-source");
    });

    if (sourceElems === null || sourceElems.length !== 1) {
      throw("A single data-pagedtable-source was not found");
    }

    return JSON.parse(sourceElems[0].innerHTML);
  }(pagedTable);

  var options = function(source) {
    var options = typeof(source.options) !== "undefined" &&
      source.options !== null ? source.options : {};

    var columns = typeof(options.columns) !== "undefined" ? options.columns : {};
    var rows = typeof(options.rows) !== "undefined" ? options.rows : {};

    var positiveIntOrNull = function(value) {
      return parseInt(value) >= 0 ? parseInt(value) : null;
    };

    return {
      pages: positiveIntOrNull(options.pages),
      rows: {
        min: positiveIntOrNull(rows.min),
        max: positiveIntOrNull(rows.max),
        total: positiveIntOrNull(rows.total)
      },
      columns: {
        min: positiveIntOrNull(columns.min),
        max: positiveIntOrNull(columns.max),
        total: positiveIntOrNull(columns.total)
      }
    };
  }(source);

  var Measurer = function() {

    // set some default initial values that will get adjusted in runtime
    me.measures = {
      padding: 12,
      character: 8,
      height: 15,
      defaults: true
    };

    me.calculate = function(measuresCell) {
      if (!me.measures.defaults)
        return;

      var measuresCellStyle = window.getComputedStyle(measuresCell, null);

      var newPadding = parsePadding(measuresCellStyle.paddingLeft) +
            parsePadding(measuresCellStyle.paddingRight);

      var sampleString = "ABCDEFGHIJ0123456789";
      var newCharacter = Math.ceil(measuresCell.clientWidth / sampleString.length);

      if (newPadding <= 0 || newCharacter <= 0)
        return;

      me.measures.padding = newPadding;
      me.measures.character = newCharacter;
      me.measures.height = measuresCell.clientHeight;
      me.measures.defaults = false;
    };

    return me;
  };

  var Page = function(data, options) {
    var me = this;

    var defaults = {
      max: 7,
      rows: 10
    };

    var totalPages = function() {
      return Math.ceil(data.length / me.rows);
    };

    me.number = 0;
    me.max = options.pages !== null ? options.pages : defaults.max;
    me.visible = me.max;
    me.rows = options.rows.min !== null ? options.rows.min : defaults.rows;
    me.total = totalPages();

    me.setRows = function(newRows) {
      me.rows = newRows;
      me.total = totalPages();
    };

    me.setPageNumber = function(newPageNumber) {
      if (newPageNumber < 0) newPageNumber = 0;
      if (newPageNumber >= me.total) newPageNumber = me.total - 1;

      me.number = newPageNumber;
    };

    me.setVisiblePages = function(visiblePages) {
      me.visible = Math.min(me.max, visiblePages);
      me.setPageNumber(me.number);
    };

    me.getVisiblePageRange = function() {
      var start = me.number - Math.max(Math.floor((me.visible - 1) / 2), 0);
      var end = me.number + Math.floor(me.visible / 2) + 1;
      var pageCount = me.total;

      if (start < 0) {
        var diffToStart = 0 - start;
        start += diffToStart;
        end += diffToStart;
      }

      if (end > pageCount) {
        var diffToEnd = end - pageCount;
        start -= diffToEnd;
        end -= diffToEnd;
      }

      start = start < 0 ? 0 : start;
      end = end >= pageCount ? pageCount : end;

      var first = false;
      var last = false;

      if (start > 0 && me.visible > 1) {
        start = start + 1;
        first = true;
      }

      if (end < pageCount && me.visible > 2) {
        end = end - 1;
        last = true;
      }

      return {
        first: first,
        start: start,
        end: end,
        last: last
      };
    };

    me.getRowStart = function() {
      var rowStart = page.number * page.rows;
      if (rowStart < 0)
        rowStart = 0;

      return rowStart;
    };

    me.getRowEnd = function() {
      var rowStart = me.getRowStart();
      return Math.min(rowStart + me.rows, data.length);
    };

    me.getPaddingRows = function() {
      var rowStart = me.getRowStart();
      var rowEnd = me.getRowEnd();
      return data.length > me.rows ? me.rows - (rowEnd - rowStart) : 0;
    };
  };

  var Columns = function(data, columns, options) {
    var me = this;

    me.defaults = {
      min: 5
    };

    me.number = 0;
    me.visible = 0;
    me.total = columns.length;
    me.subset = [];
    me.padding = 0;
    me.min = options.columns.min !== null ? options.columns.min : me.defaults.min;
    me.max = options.columns.max !== null ? options.columns.max : null;
    me.widths = {};

    var widthsLookAhead = Math.max(100, options.rows.min);
    var paddingColChars = 10;

    me.emptyNames = function() {
      columns.forEach(function(column) {
        if (columns.label !== null && columns.label !== "")
          return false;
      });

      return true;
    };

    var parsePadding = function(value) {
      return parseInt(value) >= 0 ? parseInt(value) : 0;
    };

    me.calculateWidths = function(measures) {
      columns.forEach(function(column) {
        var maxChars = Math.max(
          column.label.toString().length,
          column.type.toString().length
        );

        for (var idxRow = 0; idxRow < Math.min(widthsLookAhead, data.length); idxRow++) {
          maxChars = Math.max(maxChars, data[idxRow][column.name.toString()].length);
        }

        me.widths[column.name] = {
          // width in characters
          chars: maxChars,
          // width for the inner html columns
          inner: maxChars * measures.character,
          // width adding outer styles like padding
          outer: maxChars * measures.character + measures.padding
        };
      });
    };

    me.getWidth = function() {
      var widthOuter = 0;
      for (var idxCol = 0; idxCol < me.subset.length; idxCol++) {
        var columnName = me.subset[idxCol].name;
        widthOuter = widthOuter + me.widths[columnName].outer;
      }

      widthOuter = widthOuter + me.padding * paddingColChars * measurer.measures.character;

      if (me.hasMoreLeftColumns()) {
        widthOuter = widthOuter + columnNavigationWidthPX + measurer.measures.padding;
      }

      if (me.hasMoreRightColumns()) {
        widthOuter = widthOuter + columnNavigationWidthPX + measurer.measures.padding;
      }

      return widthOuter;
    };

    me.updateSlice = function() {
      if (me.number + me.visible >= me.total)
        me.number = me.total - me.visible;

      if (me.number < 0) me.number = 0;

      me.subset = columns.slice(me.number, Math.min(me.number + me.visible, me.total));

      me.subset = me.subset.map(function(column) {
        Object.keys(column).forEach(function(colKey) {
          column[colKey] = column[colKey] === null ? "" : column[colKey].toString();
        });

        column.width = null;
        return column;
      });
    };

    me.setVisibleColumns = function(columnNumber, newVisibleColumns, paddingCount) {
      me.number = columnNumber;
      me.visible = newVisibleColumns;
      me.padding = paddingCount;

      me.updateSlice();
    };

    me.incColumnNumber = function(increment) {
      me.number = me.number + increment;
    };

    me.setColumnNumber = function(newNumber) {
      me.number = newNumber;
    };

    me.setPaddingCount = function(newPadding) {
      me.padding = newPadding;
    };

    me.getPaddingCount = function() {
      return me.padding;
    };

    me.hasMoreLeftColumns = function() {
      return me.number > 0;
    };

    me.hasMoreRightColumns = function() {
      return me.number + me.visible < me.total;
    };

    me.updateSlice(0);
    return me;
  };

  var data = source.data;
  var page = new Page(data, options);
  var measurer = new Measurer(data, options);
  var columns = new Columns(data, source.columns, options);

  var table = null;
  var tableDiv = null;
  var header = null;
  var footer = null;
  var tbody = null;

  // Caches pagedTable.clientWidth, specially for webkit
  var cachedPagedTableClientWidth = null;

  var onChangeCallbacks = [];

  var clearSelection = function() {
    if(document.selection && document.selection.empty) {
      document.selection.empty();
    } else if(window.getSelection) {
      var sel = window.getSelection();
      sel.removeAllRanges();
    }
  };

  var columnNavigationWidthPX = 5;

  var renderColumnNavigation = function(increment, backwards) {
    var arrow = document.createElement("div");
    arrow.setAttribute("style",
      "border-top: " + columnNavigationWidthPX + "px solid transparent;" +
      "border-bottom: " + columnNavigationWidthPX + "px solid transparent;" +
      "border-" + (backwards ? "right" : "left") + ": " + columnNavigationWidthPX + "px solid;");

    var header = document.createElement("th");
    header.appendChild(arrow);
    header.setAttribute("style",
      "cursor: pointer;" +
      "vertical-align: middle;" +
      "min-width: " + columnNavigationWidthPX + "px;" +
      "width: " + columnNavigationWidthPX + "px;");

    header.onclick = function() {
      columns.incColumnNumber(backwards ? -1 : increment);

      me.animateColumns(backwards);
      renderFooter();

      clearSelection();
      triggerOnChange();
    };

    return header;
  };

  var maxColumnWidth = function(width) {
    var padding = 80;
    var columnMax = Math.max(cachedPagedTableClientWidth - padding, 0);

    return parseInt(width) > 0 ?
      Math.min(columnMax, parseInt(width)) + "px" :
      columnMax + "px";
  };

  var clearHeader = function() {
    var thead = pagedTable.querySelectorAll("thead")[0];
    thead.innerHTML = "";
  };

  var renderHeader = function(clear) {
    cachedPagedTableClientWidth = pagedTable.clientWidth;

    var fragment = document.createDocumentFragment();

    header = document.createElement("tr");
    fragment.appendChild(header);

    if (columns.number > 0)
      header.appendChild(renderColumnNavigation(-columns.visible, true));

    columns.subset = columns.subset.map(function(columnData) {
      var column = document.createElement("th");
      column.setAttribute("align", columnData.align);
      column.style.textAlign = columnData.align;

      column.style.maxWidth = maxColumnWidth(null);
      if (columnData.width) {
        column.style.minWidth =
          column.style.maxWidth = maxColumnWidth(columnData.width);
      }

      var columnName = document.createElement("div");
      columnName.setAttribute("class", "pagedtable-header-name");
      if (columnData.label === "") {
        columnName.innerHTML = "&nbsp;";
      }
      else {
        columnName.appendChild(document.createTextNode(columnData.label));
      }
      column.appendChild(columnName);

      var columnType = document.createElement("div");
      columnType.setAttribute("class", "pagedtable-header-type");
      if (columnData.type === "") {
        columnType.innerHTML = "&nbsp;";
      }
      else {
        columnType.appendChild(document.createTextNode("<" + columnData.type + ">"));
      }
      column.appendChild(columnType);

      header.appendChild(column);

      columnData.element = column;

      return columnData;
    });

    for (var idx = 0; idx < columns.getPaddingCount(); idx++) {
      var paddingCol = document.createElement("th");
      paddingCol.setAttribute("class", "pagedtable-padding-col");
      header.appendChild(paddingCol);
    }

    if (columns.number + columns.visible < columns.total)
      header.appendChild(renderColumnNavigation(columns.visible, false));

    if (typeof(clear) == "undefined" || clear) clearHeader();
    var thead = pagedTable.querySelectorAll("thead")[0];
    thead.appendChild(fragment);
  };

  me.animateColumns = function(backwards) {
    var thead = pagedTable.querySelectorAll("thead")[0];

    var headerOld = thead.querySelectorAll("tr")[0];
    var tbodyOld = table.querySelectorAll("tbody")[0];

    me.fitColumns(backwards);

    renderHeader(false);

    header.style.opacity = "0";
    header.style.transform = backwards ? "translateX(-30px)" : "translateX(30px)";
    header.style.transition = "transform 200ms linear, opacity 200ms";
    header.style.transitionDelay = "0";

    renderBody(false);

    if (headerOld) {
      headerOld.style.position = "absolute";
      headerOld.style.transform = "translateX(0px)";
      headerOld.style.opacity = "1";
      headerOld.style.transition = "transform 100ms linear, opacity 100ms";
      headerOld.setAttribute("class", "pagedtable-remove-head");
      if (headerOld.style.transitionEnd) {
        headerOld.addEventListener("transitionend", function() {
          var headerOldByClass = thead.querySelector(".pagedtable-remove-head");
          if (headerOldByClass) thead.removeChild(headerOldByClass);
        });
      }
      else {
        thead.removeChild(headerOld);
      }
    }

    if (tbodyOld) table.removeChild(tbodyOld);

    tbody.style.opacity = "0";
    tbody.style.transition = "transform 200ms linear, opacity 200ms";
    tbody.style.transitionDelay = "0ms";

    // force relayout
    window.getComputedStyle(header).opacity;
    window.getComputedStyle(tbody).opacity;

    if (headerOld) {
      headerOld.style.transform = backwards ? "translateX(20px)" : "translateX(-30px)";
      headerOld.style.opacity = "0";
    }

    header.style.transform = "translateX(0px)";
    header.style.opacity = "1";

    tbody.style.opacity = "1";
  }

  me.onChange = function(callback) {
    onChangeCallbacks.push(callback);
  };

  var triggerOnChange = function() {
    onChangeCallbacks.forEach(function(onChange) {
      onChange();
    });
  };

  var clearBody = function() {
    if (tbody) {
      table.removeChild(tbody);
      tbody = null;
    }
  };

  var renderBody = function(clear) {
    cachedPagedTableClientWidth = pagedTable.clientWidth

    var fragment = document.createDocumentFragment();

    var pageData = data.slice(page.getRowStart(), page.getRowEnd());

    pageData.forEach(function(dataRow, idxRow) {
      var htmlRow = document.createElement("tr");
      htmlRow.setAttribute("class", (idxRow % 2 !==0) ? "even" : "odd");

      if (columns.hasMoreLeftColumns())
        htmlRow.appendChild(document.createElement("td"));

      columns.subset.forEach(function(columnData) {
        var cellName = columnData.name;
        var dataCell = dataRow[cellName];
        var htmlCell = document.createElement("td");

        if (dataCell === "NA") htmlCell.setAttribute("class", "pagedtable-na-cell");
        if (dataCell === "__NA__") dataCell = "NA";

        var cellText = document.createTextNode(dataCell);
        htmlCell.appendChild(cellText);
        if (dataCell.length > 50) {
          htmlCell.setAttribute("title", dataCell);
        }
        htmlCell.setAttribute("align", columnData.align);
        htmlCell.style.textAlign = columnData.align;
        htmlCell.style.maxWidth = maxColumnWidth(null);
        if (columnData.width) {
          htmlCell.style.minWidth = htmlCell.style.maxWidth = maxColumnWidth(columnData.width);
        }
        htmlRow.appendChild(htmlCell);
      });

      for (var idx = 0; idx < columns.getPaddingCount(); idx++) {
        var paddingCol = document.createElement("td");
        paddingCol.setAttribute("class", "pagedtable-padding-col");
        htmlRow.appendChild(paddingCol);
      }

      if (columns.hasMoreRightColumns())
        htmlRow.appendChild(document.createElement("td"));

      fragment.appendChild(htmlRow);
    });

    for (var idxPadding = 0; idxPadding < page.getPaddingRows(); idxPadding++) {
      var paddingRow = document.createElement("tr");

      var paddingCellRow = document.createElement("td");
      paddingCellRow.innerHTML = "&nbsp;";
      paddingCellRow.setAttribute("colspan", "100%");
      paddingRow.appendChild(paddingCellRow);

      fragment.appendChild(paddingRow);
    }

    if (typeof(clear) == "undefined" || clear) clearBody();
    tbody = document.createElement("tbody");
    tbody.appendChild(fragment);

    table.appendChild(tbody);
  };

  var getLabelInfo = function() {
    var pageStart = page.getRowStart();
    var pageEnd = page.getRowEnd();
    var totalRows = data.length;

    var totalRowsLabel = options.rows.total ? options.rows.total : totalRows;
    var totalRowsLabelFormat = totalRowsLabel.toString().replace(/(\d)(?=(\d\d\d)+(?!\d))/g, '$1,');

    var infoText = (pageStart + 1) + "-" + pageEnd + " of " + totalRowsLabelFormat + " rows";
    if (totalRows < page.rows) {
      infoText = totalRowsLabel + " row" + (totalRows != 1 ? "s" : "");
    }
    if (columns.total > columns.visible) {
      var totalColumnsLabel = options.columns.total ? options.columns.total : columns.total;

      infoText = infoText + " | " + (columns.number + 1) + "-" +
        (Math.min(columns.number + columns.visible, columns.total)) +
        " of " + totalColumnsLabel + " columns";
    }

    return infoText;
  };

  var clearFooter = function() {
    footer = pagedTable.querySelectorAll("div.pagedtable-footer")[0];
    footer.innerHTML = "";

    return footer;
  };

  var createPageLink = function(idxPage) {
    var pageLink = document.createElement("a");
    pageLinkClass = idxPage === page.number ? "pagedtable-index pagedtable-index-current" : "pagedtable-index";
    pageLink.setAttribute("class", pageLinkClass);
    pageLink.setAttribute("data-page-index", idxPage);
    pageLink.onclick = function() {
      page.setPageNumber(parseInt(this.getAttribute("data-page-index")));
      renderBody();
      renderFooter();

      triggerOnChange();
    };

    pageLink.appendChild(document.createTextNode(idxPage + 1));

    return pageLink;
  }

  var renderFooter = function() {
    footer = clearFooter();

    var next = document.createElement("a");
    next.appendChild(document.createTextNode("Next"));
    next.onclick = function() {
      page.setPageNumber(page.number + 1);
      renderBody();
      renderFooter();

      triggerOnChange();
    };
    if (data.length > page.rows) footer.appendChild(next);

    var pageNumbers = document.createElement("div");
    pageNumbers.setAttribute("class", "pagedtable-indexes");

    var pageRange = page.getVisiblePageRange();

    if (pageRange.first) {
      var pageLink = createPageLink(0);
      pageNumbers.appendChild(pageLink);

      var pageSeparator = document.createElement("div");
      pageSeparator.setAttribute("class", "pagedtable-index-separator-left");
      pageSeparator.appendChild(document.createTextNode("..."))
      pageNumbers.appendChild(pageSeparator);
    }

    for (var idxPage = pageRange.start; idxPage < pageRange.end; idxPage++) {
      var pageLink = createPageLink(idxPage);

      pageNumbers.appendChild(pageLink);
    }

    if (pageRange.last) {
      var pageSeparator = document.createElement("div");
      pageSeparator.setAttribute("class", "pagedtable-index-separator-right");
      pageSeparator.appendChild(document.createTextNode("..."))
      pageNumbers.appendChild(pageSeparator);

      var pageLink = createPageLink(page.total - 1);
      pageNumbers.appendChild(pageLink);
    }

    if (data.length > page.rows) footer.appendChild(pageNumbers);

    var previous = document.createElement("a");
    previous.appendChild(document.createTextNode("Previous"));
    previous.onclick = function() {
      page.setPageNumber(page.number - 1);
      renderBody();
      renderFooter();

      triggerOnChange();
    };
    if (data.length > page.rows) footer.appendChild(previous);

    var infoLabel = document.createElement("div");
    infoLabel.setAttribute("class", "pagedtable-info");
    infoLabel.setAttribute("title", getLabelInfo());
    infoLabel.appendChild(document.createTextNode(getLabelInfo()));
    footer.appendChild(infoLabel);

    var enabledClass = "pagedtable-index-nav";
    var disabledClass = "pagedtable-index-nav pagedtable-index-nav-disabled";
    previous.setAttribute("class", page.number <= 0 ? disabledClass : enabledClass);
    next.setAttribute("class", (page.number + 1) * page.rows >= data.length ? disabledClass : enabledClass);
  };

  var measuresCell = null;

  var renderMeasures = function() {
    var measuresTable = document.createElement("table");
    measuresTable.style.visibility = "hidden";
    measuresTable.style.position = "absolute";
    measuresTable.style.whiteSpace = "nowrap";
    measuresTable.style.height = "auto";
    measuresTable.style.width = "auto";

    var measuresRow = document.createElement("tr");
    measuresTable.appendChild(measuresRow);

    measuresCell = document.createElement("td");
    var sampleString = "ABCDEFGHIJ0123456789";
    measuresCell.appendChild(document.createTextNode(sampleString));

    measuresRow.appendChild(measuresCell);

    tableDiv.appendChild(measuresTable);
  }

  me.init = function() {
    tableDiv = document.createElement("div");
    pagedTable.appendChild(tableDiv);
    var pagedTableClass = data.length > 0 ?
      "pagedtable pagedtable-not-empty" :
      "pagedtable pagedtable-empty";

    if (columns.total == 0 || (columns.emptyNames() && data.length == 0)) {
      pagedTableClass = pagedTableClass + " pagedtable-empty-columns";
    }

    tableDiv.setAttribute("class", pagedTableClass);

    renderMeasures();
    measurer.calculate(measuresCell);
    columns.calculateWidths(measurer.measures);

    table = document.createElement("table");
    table.setAttribute("cellspacing", "0");
    table.setAttribute("class", "table table-condensed");
    tableDiv.appendChild(table);

    table.appendChild(document.createElement("thead"));

    var footerDiv = document.createElement("div");
    footerDiv.setAttribute("class", "pagedtable-footer");
    tableDiv.appendChild(footerDiv);

    // if the host has not yet provided horizontal space, render hidden
    if (tableDiv.clientWidth <= 0) {
      tableDiv.style.opacity = "0";
    }

    me.render();

    // retry seizing columns later if the host has not provided space
    function retryFit() {
      if (tableDiv.clientWidth <= 0) {
        setTimeout(retryFit, 100);
      } else {
        me.render();
        triggerOnChange();
      }
    }
    if (tableDiv.clientWidth <= 0) {
      retryFit();
    }
  };

  var registerWidths = function() {
    columns.subset = columns.subset.map(function(column) {
      column.width = columns.widths[column.name].inner;
      return column;
    });
  };

  var parsePadding = function(value) {
    return parseInt(value) >= 0 ? parseInt(value) : 0;
  };

  me.fixedHeight = function() {
    return options.rows.max != null;
  }

  me.fitRows = function() {
    if (me.fixedHeight())
      return;

    measurer.calculate(measuresCell);

    var rows = options.rows.min !== null ? options.rows.min : 0;
    var headerHeight = header !== null && header.offsetHeight > 0 ? header.offsetHeight : 0;
    var footerHeight = footer !== null && footer.offsetHeight > 0 ? footer.offsetHeight : 0;

    if (pagedTable.offsetHeight > 0) {
      var availableHeight = pagedTable.offsetHeight - headerHeight - footerHeight;
      rows = Math.floor((availableHeight) / measurer.measures.height);
    }

    rows = options.rows.min !== null ? Math.max(options.rows.min, rows) : rows;

    page.setRows(rows);
  }

  // The goal of this function is to add as many columns as possible
  // starting from left-to-right, when the right most limit is reached
  // it tries to add columns from the left as well.
  //
  // When startBackwards is true columns are added from right-to-left
  me.fitColumns = function(startBackwards) {
    measurer.calculate(measuresCell);
    columns.calculateWidths(measurer.measures);

    if (tableDiv.clientWidth > 0) {
      tableDiv.style.opacity = 1;
    }

    var visibleColumns = tableDiv.clientWidth <= 0 ? Math.max(columns.min, 1) : 1;
    var columnNumber = columns.number;
    var paddingCount = 0;

    // track a list of added columns as we build the visible ones to allow us
    // to remove columns when they don't fit anymore.
    var columnHistory = [];

    var lastTableHeight = 0;
    var backwards = startBackwards;

    var tableDivStyle = window.getComputedStyle(tableDiv, null);
    var tableDivPadding = parsePadding(tableDivStyle.paddingLeft) +
      parsePadding(tableDivStyle.paddingRight);

    var addPaddingCol = false;
    var currentWidth = 0;

    while (true) {
      columns.setVisibleColumns(columnNumber, visibleColumns, paddingCount);
      currentWidth = columns.getWidth();

      if (tableDiv.clientWidth - tableDivPadding < currentWidth) {
        break;
      }

      columnHistory.push({
        columnNumber: columnNumber,
        visibleColumns: visibleColumns,
        paddingCount: paddingCount
      });

      if (columnHistory.length > 100) {
        console.error("More than 100 tries to fit columns, aborting");
        break;
      }

      if (columns.max !== null &&
        columns.visible + columns.getPaddingCount() >= columns.max) {
        break;
      }

      // if we run out of right-columns
      if (!backwards && columnNumber + columns.visible >= columns.total) {
        // if we started adding right-columns, try adding left-columns
        if (!startBackwards && columnNumber > 0) {
          backwards = true;
        }
        else if (columns.min === null || visibleColumns + columns.getPaddingCount() >= columns.min) {
          break;
        }
        else {
          paddingCount = paddingCount + 1;
        }
      }

      // if we run out of left-columns
      if (backwards && columnNumber == 0) {
        // if we started adding left-columns, try adding right-columns
        if (startBackwards && columnNumber + columns.visible < columns.total) {
          backwards = false;
        }
        else if (columns.min === null || visibleColumns + columns.getPaddingCount() >= columns.min) {
          break;
        }
        else {
          paddingCount = paddingCount + 1;
        }
      }

      // when moving backwards try fitting left columns first
      if (backwards && columnNumber > 0) {
        columnNumber = columnNumber - 1;
      }

      if (columnNumber + visibleColumns < columns.total) {
        visibleColumns = visibleColumns + 1;
      }
    }

    var lastRenderableColumn = {
        columnNumber: columnNumber,
        visibleColumns: visibleColumns,
        paddingCount: paddingCount
    };

    if (columnHistory.length > 0) {
      lastRenderableColumn = columnHistory[columnHistory.length - 1];
    }

    columns.setVisibleColumns(
      lastRenderableColumn.columnNumber,
      lastRenderableColumn.visibleColumns,
      lastRenderableColumn.paddingCount);

    if (pagedTable.offsetWidth > 0) {
      page.setVisiblePages(Math.max(Math.ceil(1.0 * (pagedTable.offsetWidth - 250) / 40), 2));
    }

    registerWidths();
  };

  me.fit = function(startBackwards) {
    me.fitRows();
    me.fitColumns(startBackwards);
  }

  me.render = function() {
    me.fitColumns(false);

    // render header/footer to measure height accurately
    renderHeader();
    renderFooter();

    me.fitRows();
    renderBody();

    // re-render footer to match new rows
    renderFooter();
  }

  var resizeLastWidth = -1;
  var resizeLastHeight = -1;
  var resizeNewWidth = -1;
  var resizeNewHeight = -1;
  var resizePending = false;

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<h1 class="title toc-ignore">Extended statistical reports</h1>

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<h3>Setup</h3>
<p>Load libraries</p>
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<pre class="r"><code>library(tidyverse)</code></pre>
<!-- rnb-source-end -->
<!-- rnb-output-begin 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 -->
<pre><code>package ã¤¼ã¸±tidyverseã¤¼ã¸² was built under R version 3.5.3[30m-- [1mAttaching packages[22m --------------------------------------- tidyverse 1.2.1 --[39m
[30m[32mv[30m [34mggplot2[30m 3.2.0     [32mv[30m [34mpurrr  [30m 0.3.2
[32mv[30m [34mtibble [30m 2.1.3     [32mv[30m [34mdplyr  [30m 0.8.1
[32mv[30m [34mtidyr  [30m 0.8.3     [32mv[30m [34mstringr[30m 1.4.0
[32mv[30m [34mreadr  [30m 1.3.1     [32mv[30m [34mforcats[30m 0.4.0[39m
package ã¤¼ã¸±ggplot2ã¤¼ã¸² was built under R version 3.5.3package ã¤¼ã¸±tibbleã¤¼ã¸² was built under R version 3.5.3package ã¤¼ã¸±tidyrã¤¼ã¸² was built under R version 3.5.3package ã¤¼ã¸±readrã¤¼ã¸² was built under R version 3.5.3package ã¤¼ã¸±purrrã¤¼ã¸² was built under R version 3.5.3package ã¤¼ã¸±dplyrã¤¼ã¸² was built under R version 3.5.3package ã¤¼ã¸±stringrã¤¼ã¸² was built under R version 3.5.3package ã¤¼ã¸±forcatsã¤¼ã¸² was built under R version 3.5.3[30m-- [1mConflicts[22m ------------------------------------------ tidyverse_conflicts() --
[31mx[30m [34mdplyr[30m::[32mfilter()[30m masks [34mstats[30m::filter()
[31mx[30m [34mdplyr[30m::[32mlag()[30m    masks [34mstats[30m::lag()[39m</code></pre>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxubGlicmFyeShrbml0cilcbmBgYCJ9 -->
<pre class="r"><code>library(knitr)</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoicGFja2FnZSDjpLzjuLFrbml0cuOkvOO4siB3YXMgYnVpbHQgdW5kZXIgUiB2ZXJzaW9uIDMuNS4zXG4ifQ== -->
<pre><code>package ã¤¼ã¸±knitrã¤¼ã¸² was built under R version 3.5.3</code></pre>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxubGlicmFyeShubG1lKVxuYGBgIn0= -->
<pre class="r"><code>library(nlme)</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoicGFja2FnZSDjpLzjuLFubG1l46S847iyIHdhcyBidWlsdCB1bmRlciBSIHZlcnNpb24gMy41LjNcbkF0dGFjaGluZyBwYWNrYWdlOiDjpLzjuLFubG1l46S847iyXG5cblRoZSBmb2xsb3dpbmcgb2JqZWN0IGlzIG1hc2tlZCBmcm9tIOOkvOO4sXBhY2thZ2U6ZHBseXLjpLzjuLI6XG5cbiAgICBjb2xsYXBzZVxuIn0= -->
<pre><code>package ã¤¼ã¸±nlmeã¤¼ã¸² was built under R version 3.5.3
Attaching package: ã¤¼ã¸±nlmeã¤¼ã¸²

The following object is masked from ã¤¼ã¸±package:dplyrã¤¼ã¸²:

    collapse</code></pre>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxubGlicmFyeShnZ2JlZXN3YXJtKVxuYGBgIn0= -->
<pre class="r"><code>library(ggbeeswarm)</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoicGFja2FnZSDjpLzjuLFnZ2JlZXN3YXJt46S847iyIHdhcyBidWlsdCB1bmRlciBSIHZlcnNpb24gMy41LjNcbiJ9 -->
<pre><code>package ã¤¼ã¸±ggbeeswarmã¤¼ã¸² was built under R version 3.5.3</code></pre>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxubGlicmFyeShlbW1lYW5zKVxuYGBgIn0= -->
<pre class="r"><code>library(emmeans)</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoicGFja2FnZSDjpLzjuLFlbW1lYW5z46S847iyIHdhcyBidWlsdCB1bmRlciBSIHZlcnNpb24gMy41LjNcbiJ9 -->
<pre><code>package ã¤¼ã¸±emmeansã¤¼ã¸² was built under R version 3.5.3</code></pre>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxubGlicmFyeShrYWJsZUV4dHJhKVxuYGBgIn0= -->
<pre class="r"><code>library(kableExtra)</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoicGFja2FnZSDjpLzjuLFrYWJsZUV4dHJh46S847iyIHdhcyBidWlsdCB1bmRlciBSIHZlcnNpb24gMy41LjNcbkF0dGFjaGluZyBwYWNrYWdlOiDjpLzjuLFrYWJsZUV4dHJh46S847iyXG5cblRoZSBmb2xsb3dpbmcgb2JqZWN0IGlzIG1hc2tlZCBmcm9tIOOkvOO4sXBhY2thZ2U6ZHBseXLjpLzjuLI6XG5cbiAgICBncm91cF9yb3dzXG4ifQ== -->
<pre><code>package ã¤¼ã¸±kableExtraã¤¼ã¸² was built under R version 3.5.3
Attaching package: ã¤¼ã¸±kableExtraã¤¼ã¸²

The following object is masked from ã¤¼ã¸±package:dplyrã¤¼ã¸²:

    group_rows</code></pre>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxubGlicmFyeShHR2FsbHkpXG5gYGAifQ== -->
<pre class="r"><code>library(GGally)</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoicGFja2FnZSDjpLzjuLFHR2FsbHnjpLzjuLIgd2FzIGJ1aWx0IHVuZGVyIFIgdmVyc2lvbiAzLjUuM1xuQXR0YWNoaW5nIHBhY2thZ2U6IOOkvOO4sUdHYWxseeOkvOO4slxuXG5UaGUgZm9sbG93aW5nIG9iamVjdCBpcyBtYXNrZWQgZnJvbSDjpLzjuLFwYWNrYWdlOmVtbWVhbnPjpLzjuLI6XG5cbiAgICBwaWdzXG5cblRoZSBmb2xsb3dpbmcgb2JqZWN0IGlzIG1hc2tlZCBmcm9tIOOkvOO4sXBhY2thZ2U6ZHBseXLjpLzjuLI6XG5cbiAgICBuYXNhXG4ifQ== -->
<pre><code>package ã¤¼ã¸±GGallyã¤¼ã¸² was built under R version 3.5.3
Attaching package: ã¤¼ã¸±GGallyã¤¼ã¸²

The following object is masked from ã¤¼ã¸±package:emmeansã¤¼ã¸²:

    pigs

The following object is masked from ã¤¼ã¸±package:dplyrã¤¼ã¸²:

    nasa</code></pre>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxubGlicmFyeShxcXBsb3RyKVxuYGBgIn0= -->
<pre class="r"><code>library(qqplotr)</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoicGFja2FnZSDjpLzjuLFxcXBsb3Ry46S847iyIHdhcyBidWlsdCB1bmRlciBSIHZlcnNpb24gMy41LjNcbkF0dGFjaGluZyBwYWNrYWdlOiDjpLzjuLFxcXBsb3Ry46S847iyXG5cblRoZSBmb2xsb3dpbmcgb2JqZWN0cyBhcmUgbWFza2VkIGZyb20g46S847ixcGFja2FnZTpnZ3Bsb3Qy46S847iyOlxuXG4gICAgc3RhdF9xcV9saW5lLCBTdGF0UXFMaW5lXG4ifQ== -->
<pre><code>package ã¤¼ã¸±qqplotrã¤¼ã¸² was built under R version 3.5.3
Attaching package: ã¤¼ã¸±qqplotrã¤¼ã¸²

The following objects are masked from ã¤¼ã¸±package:ggplot2ã¤¼ã¸²:

    stat_qq_line, StatQqLine</code></pre>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxubGlicmFyeShncmlkRXh0cmEpXG5gYGAifQ== -->
<pre class="r"><code>library(gridExtra)</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoicGFja2FnZSDjpLzjuLFncmlkRXh0cmHjpLzjuLIgd2FzIGJ1aWx0IHVuZGVyIFIgdmVyc2lvbiAzLjUuM1xuQXR0YWNoaW5nIHBhY2thZ2U6IOOkvOO4sWdyaWRFeHRyYeOkvOO4slxuXG5UaGUgZm9sbG93aW5nIG9iamVjdCBpcyBtYXNrZWQgZnJvbSDjpLzjuLFwYWNrYWdlOmRwbHly46S847iyOlxuXG4gICAgY29tYmluZVxuIn0= -->
<pre><code>package ã¤¼ã¸±gridExtraã¤¼ã¸² was built under R version 3.5.3
Attaching package: ã¤¼ã¸±gridExtraã¤¼ã¸²

The following object is masked from ã¤¼ã¸±package:dplyrã¤¼ã¸²:

    combine</code></pre>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxubGlicmFyeShSQ29sb3JCcmV3ZXIpXG5gYGAifQ== -->
<pre class="r"><code>library(RColorBrewer)</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoicGFja2FnZSDjpLzjuLFSQ29sb3JCcmV3ZXLjpLzjuLIgd2FzIGJ1aWx0IHVuZGVyIFIgdmVyc2lvbiAzLjUuMlxuIn0= -->
<pre><code>package ã¤¼ã¸±RColorBrewerã¤¼ã¸² was built under R version 3.5.2</code></pre>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxubGlicmFyeShjYXIpXG5gYGAifQ== -->
<pre class="r"><code>library(car)</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoicGFja2FnZSDjpLzjuLFjYXLjpLzjuLIgd2FzIGJ1aWx0IHVuZGVyIFIgdmVyc2lvbiAzLjUuM0xvYWRpbmcgcmVxdWlyZWQgcGFja2FnZTogY2FyRGF0YVxucGFja2FnZSDjpLzjuLFjYXJEYXRh46S847iyIHdhcyBidWlsdCB1bmRlciBSIHZlcnNpb24gMy41LjJcbkF0dGFjaGluZyBwYWNrYWdlOiDjpLzjuLFjYXLjpLzjuLJcblxuVGhlIGZvbGxvd2luZyBvYmplY3QgaXMgbWFza2VkIGZyb20g46S847ixcGFja2FnZTpkcGx5cuOkvOO4sjpcblxuICAgIHJlY29kZVxuXG5UaGUgZm9sbG93aW5nIG9iamVjdCBpcyBtYXNrZWQgZnJvbSDjpLzjuLFwYWNrYWdlOnB1cnJy46S847iyOlxuXG4gICAgc29tZVxuIn0= -->
<pre><code>package ã¤¼ã¸±carã¤¼ã¸² was built under R version 3.5.3Loading required package: carData
package ã¤¼ã¸±carDataã¤¼ã¸² was built under R version 3.5.2
Attaching package: ã¤¼ã¸±carã¤¼ã¸²

The following object is masked from ã¤¼ã¸±package:dplyrã¤¼ã¸²:

    recode

The following object is masked from ã¤¼ã¸±package:purrrã¤¼ã¸²:

    some</code></pre>
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<pre class="r"><code>library(effects)</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoicGFja2FnZSCRZWZmZWN0c5Igd2FzIGJ1aWx0IHVuZGVyIFIgdmVyc2lvbiAzLjUuM2xhdHRpY2UgdGhlbWUgc2V0IGJ5IGVmZmVjdHNUaGVtZSgpXG5TZWUgP2VmZmVjdHNUaGVtZSBmb3IgZGV0YWlscy5cbiJ9 -->
<pre><code>package ã¤¼ã¸±effectsã¤¼ã¸² was built under R version 3.5.3lattice theme set by effectsTheme()
See ?effectsTheme for details.</code></pre>
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</div>
<div id="load-in-the-fish-data" class="section level3">
<h3>Load in the fish data</h3>
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<pre class="r"><code>master_data &lt;- read_csv(&quot;C:/Users/kelse/Desktop/fishData_compiledForStats_v6.csv&quot;)</code></pre>
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<!-- rnb-output-begin 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 -->
<pre><code>Missing column names filled in: 'X1' [1]Parsed with column specification:
cols(
  .default = col_double(),
  sequence = [31mcol_character()[39m,
  individual = [31mcol_character()[39m,
  species = [31mcol_character()[39m,
  side = [31mcol_character()[39m,
  forceType = [31mcol_character()[39m,
  pressType = [31mcol_character()[39m
)
See spec(...) for full column specifications.</code></pre>
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<p>Get rid of the indexing column from Python</p>
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<pre class="r"><code>master_data$X1 &lt;- NULL</code></pre>
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<p>Make some variables that read in as numerics into factors (categorical variables)</p>
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<pre class="r"><code>master_data$speed &lt;- factor(master_data$speed)
master_data$segment &lt;- factor(master_data$segment)</code></pre>
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<p>Just in case, let’s make two smaller tables - one for bluegill, one for trout</p>
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<pre class="r"><code>bluegill_data &lt;- master_data %&gt;%
  filter(species == &quot;bluegill&quot;)
trout_data &lt;- master_data %&gt;%
  filter(species == &quot;trout&quot;)</code></pre>
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<p>Set up some basic themes for plots</p>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxucGFwZXJ0aGVtZSA8LSB0aGVtZV9idygpICsgdGhlbWUoYXhpcy5saW5lID0gZWxlbWVudF9saW5lKGNvbG9yPVwiZ3JheVwiKSwgXG4gICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICBheGlzLnRpY2tzID0gZWxlbWVudF9saW5lKGNvbG9yPVwiZ3JheVwiKSwgXG4gICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICBwYW5lbC5ib3JkZXIgPSBlbGVtZW50X2JsYW5rKCksXG4gICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICBzdHJpcC5iYWNrZ3JvdW5kID0gZWxlbWVudF9ibGFuaygpLFxuICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgbGVnZW5kLnRpdGxlID0gZWxlbWVudF9ibGFuaygpKVxuYGBgIn0= -->
<pre class="r"><code>papertheme &lt;- theme_bw() + theme(axis.line = element_line(color=&quot;gray&quot;), 
                                 axis.ticks = element_line(color=&quot;gray&quot;), 
                                 panel.border = element_blank(),
                                 strip.background = element_blank(),
                                 legend.title = element_blank())</code></pre>
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<p>Let’s drop left/right distinction from final data set.</p>
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<pre class="r"><code>master_data_nosides &lt;- master_data %&gt;%
  
  select(species, individual, sequence, speed, period, freq, waveSpeed, waveLength, tbamp, Re, St,
         netCFxWholeBody, p1maxCFxWholeBody, p1minCFxWholeBody, 
         p1maxTimeCFxWholeBody, p1minTimeCFxWholeBody,
         p2maxCFxWholeBody, p2minCFxWholeBody, p2maxTimeCFxWholeBody, p2minTimeCFxWholeBody,
         netCFyWholeBody, maxCFyWholeBody, minCFyWholeBody, maxTimeCFyWholeBody, minTimeCFyWholeBody,
         segment, pressType, forceType,
         ampInSegm, ampMaxTimeInSegm, ampMinTimeInSegm, bodyAngleInSegm, 
         bodyAngleMaxTimeInSegm, bodyAngleMinTimeInSegm,
         AoAInSegm, AoAMaxTimeInSegm, AoAMinTimeInSegm,
         meanCpsInSegmSidesAvg, absMeanCpsInSegmSidesAvg,
         maxCpsInSegmSidesAvg, minCpsInSegmSidesAvg,
         maxTimeCpsInSegmSidesAvg, minTimeCpsInSegmSidesAvg, 
         meanCFxInSegmSidesAvg, netCFxInSegmSidesAvg, meanCFxByMechSidesAvg, netCFxByMechSidesAvg,
         meanCFyInSegmSidesAvg, netCFyInSegmSidesAvg,
         absMeanCFxByMechSidesAvg, absNetCFxByMechSidesAvg, absPeakCFxByMechSidesAvg, 
         peakCFxByMechSidesAvg, peakTimeCFxByMechSidesAvg, areaUnderCurveByMechSidesAvg,
         ampAtPeakByMechSidesAvg, angleAtPeakByMechSidesAvg
         ) %&gt;%
  unique()
bluegill_data_nosides &lt;- master_data_nosides %&gt;%
  filter(species == 'bluegill')
trout_data_nosides &lt;- master_data_nosides %&gt;%
  filter(species == 'trout')
thrust_data_nosides &lt;- master_data_nosides %&gt;%
  filter(forceType == 'thrust')
drag_data_nosides &lt;- master_data_nosides %&gt;%
  filter(forceType == 'drag')
speciescomp_data_nosides &lt;- master_data_nosides %&gt;%
  filter(speed == &quot;2.5&quot;)</code></pre>
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<div id="cfx-models" class="section level1">
<h1>CFx models</h1>
<p>Questions/Hypotheses we’re interested in: -How does force change in each segment across speed or species? -How does thrust/drag compare across high to low pressure type? -How does thrust/drag in segments compare across pressure type?</p>
<p>Stats analysis completed following the protocol in Zuur et al. Zuur, A. F., Ieno, E. N., Walker, N., Saveliev, A. A. and Smith, G. M. (2009). Mixed effects models and extensions in ecology with R. New York, NY: Springer New York.</p>
<div id="cfx-species-comparison-model" class="section level3">
<h3>CFx (species comparison) model</h3>
<p>Do a test for NA values - see if we have missing data</p>
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<pre class="r"><code>sc_test_for_na &lt;- speciescomp_data_nosides %&gt;%
  group_by(forceType, pressType, species, segment) %&gt;%
  summarize(n=sum(!is.na(absMeanCFxByMechSidesAvg))) %&gt;%
  filter(n&lt;24)
sc_test_for_na</code></pre>
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<p>Do a test for 0’s - see how many we have</p>
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<pre class="r"><code>sc_test_for_zero &lt;- speciescomp_data_nosides %&gt;%
  group_by(forceType, pressType, species, segment) %&gt;%
  summarize(n=sum(absMeanCFxByMechSidesAvg==0)) %&gt;%
  filter(n&gt;0)
sc_test_for_zero</code></pre>
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<div id="build-model" class="section level4">
<h4>build model</h4>
<div id="find-random-term-structure" class="section level5">
<h5>Find random term structure</h5>
<p>Start with a basic linear model and a basic mixed effects model for comparisons (we believe that individual has to be a random effect).</p>
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<pre class="r"><code>m2 &lt;- gls(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment, data = speciescomp_data_nosides)</code></pre>
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<pre class="r"><code>m3 &lt;- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
                          random = ~1|individual, data = speciescomp_data_nosides)</code></pre>
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<p>compare models</p>
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<pre class="r"><code>anova(m2,m3)</code></pre>
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<p>Do a p-value correction for testing on the boundary</p>
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<pre class="r"><code>0.5*(1-pchisq(6.221792, 1))</code></pre>
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<pre><code>[1] 0.006309367</code></pre>
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<p>This p-value is still below our significance threshold, so we accept individual as a random intercept term.</p>
<p>We are data-limited, so take this as our random structure (we don’t have enough data to fit random slopes)</p>
</div>
<div id="check-for-heterogeneity" class="section level5">
<h5>Check for heterogeneity</h5>
<p>Plot residuals</p>
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<pre class="r"><code>plot(m3)</code></pre>
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xRrDoV331iMUrHJBK+c5BHMKJEqnmtnaxN719RAmV37Y1A/3pFigtewXwc5izH0mhcYVHgNOfHyJQ8h0jgxrC2KwVRsssBr2zTRQhklUo2kSnFhS6O2//UQbYJ334yYXNKGYTTt1+Xd9cPtmvYrVnNe2eE0zOGR9brhjeuyJWPTDbxFRonUou5oQFLwvOS2o/qOGng3cXrXjEgIZE6yfLCZaZTFCusPwbhexxFa+nfvPnfa4BO7DU1rLxHqJm0oMUrkIBJe/fi/A3LFdhyVN7bYrr8FQ0vyjxfln7vYpuS9axZhta9AaYm8y7d0nzqZ5OqwubIZpyDShoDM228ukFEiV3gN7O5J1qLtuP4vgfaAZLjskWG7X9UjwCjYtfIo7YvobP/ZrKHcuSnspbJ1veGhNyZeO0zFyh9dnzlR6rxynx+ha5xhocs4v7VFAa+eRW7pcEVx3b5kV/y9b9FnVR4Pzj44DlgXjlfdkxS+x4mEnDdAAR2249BrgVf5hxKTDQ3Jv+St74MGq/oyyjTAg92NG9tsQTnvvo1D+kuoKrzeGXpCtcGsjx+GkxdhpTJPXtX+nXrkVt/e7mb1gKR1nzahVz9U22BUlhHQKq1bvuJR2HQNtCe/tHMNBdQNvO4a2flu+i+mFZljxmm3nCnIaWQqpTJlxm3CJX8TLudK/9HWtCHKG2Udn3fdPM7li6ibtMF5Vdn795/j2+/bDyJOD3sgKmpmtvlG80la+fJieO9iQV9k08sadvgMG3pHI+2efS374NIevb1SqgzvlTpsE7gTwGI5iiquQvCGLj4GdNhkrJMHVMPC25XLySjDycHvfBt3DWXfvSlzX1Ft3KqjwaWvon4uiRR5gyltSIfXl16lwyXeGNUPDehuCHDc+q7MqEOj/lKU99RGLeiO4+CVsB4NLn0V9QPv+evz09349s1UdMgAb1i1bNwRu/7TvG754vu4vkEHVXmR7+m/IzNnDqxVeQw60nm1wVtRHbb78XUa1t90ji25w3aRD7XyRLF9Bvvq3QzIVGEHrzltGGX/UP6kLE0e5w0HnNhbKKmO4H2c+dwzOim+VKbLSqTyMmrs7mtl9pXPDbzYwqBSLlAuctB96V4vOcGoIr9vchgc1z1IHcHrcalFfnUD73SGzRxgJ4lh+GJa2chFr4RXnhEwzGqHc5QUWBoWgdlwJYzhd6GwPm5nX99ZqEuCdxhW8xXVDbzzY4DO95kvRjfqAF79hJYhf7DgK0my0DsoMdRUBt5HXtEVc8E7uH4vq9wj5ui/qWrqB94pLzAG2NRWDDJG3x2gRrTth/AFpRfLx3KtykFeg3f7mxDprJjP/IPZZSBmHQz3tAR5pg0jzlVldtl7ZPsorEdfUQEwrnPOee2Bdy1rbXE0VSDWF3u0t1+vo8vBifpLPVpNXhHeaHkEXctc1sLq9KGxwybpE59tcTSEYv3FwpUvdS545YqOVmJqPnyZVX3AW/zWd7NMoXZUJpb4PDpTTCu6G+r3pYVd+czdkJzJh6CDyBuHoVfC4lAf4zZMKnTru1trGrANvDJH1cpo6xzWVRr2yEKHM7gZcl4PNKxdOQ9XQQ3ZW786vKk/oa1gbn33kIiktgxCzwnXzo1tXfs9Ith1buIt24ZCsGkp7cUhr2pDoLwbt6ngDZgJNKPc+u4tQ3ar9MCHQYN7dHbJjPCKn4LTw7bWsM6vtGww7oOPc3zeKHRR4DW5SArGKLe++2uQsXGb3V5YVZm2bZg1Lm8/kLcqeG/QTXfNegLMdzd53MMWLoi0wQjv7p0Agdz6HiA911UC3VqcleHYVmrQu0+bY/5Rqrxf2boS03U7mvNjOceujKUXo8O2JzXtkABy63uQBqVkpKUOa67r3lUaYurM2zza0vw+bZC9SRe8fhKc7NpP29EIpTJDV1d7CVUTdV6LJL3jGpYGAZdzZ10WeVlPEK/hcz2XoFfD7EmtnHdJW9LYFTcn7b9CSuRNVbFSWViKtlHb8K65gQh4a4fNtZsvH78sC64dNGXpcVS2qYLS2jkcdx+rncXob6XcWbdZieYiev0Jpgqododturu99kkKs9SYe5msKe+42/e7RZfFZfTWUuZRTXzl6rTSxsaHZ9ZxpBfF+jb0KoeZuviWg7d25D0HXJIT1EqoRK47/32ZqCge1bvEAdqY9Iq1K+sRKclloqxpBXtJGlLgssO7xt3DL7eX+1DkZaqAque8050UZVoJlxIcB4VDv20ih3taV7OpVmwyYpHPboLFsLYuwu8YT689bVDac3xqXsRZffE1lV9XgNc1Yk5KK2lSkfGKTWKgPTWXlLmEjL/q6tQqstryKH4z6qe75kNKZa7gHQXvkHSALthhG6PZTTk9nL+VfPI6cGsxTkK/LCrzWG11eo9ubU1EWy1jjrA0Okpl+qrC2NW/TriKXdtQvcN2OUlRoJWc8tgiaoxTumYi4GrHfq1Ht682yFRByZi3huTEx5VDER3CQZa0rwuvnKhvxmfiuYd7SmqlsuSgI4MGqfi3OShs0urLe+tE9uh2gVd7OXZl36kxCfWarMepm2H9y7VSWS8CAm2fCny376+fbwOIslPW+LtbTHtxuxpdh9MoBCy/KG8RXjS9GCOkyIFVenS65UR9Q8BrPaaHpQ32ueMQSKo19PRMCtdwT0mtVNbLPrzJfbxFV5nNsJScyDrbvrWgDpuL0EgEEtDt6GJ053BPSa1UlilnkD017c3tG/ZCglZhM7Z3pGN4MyPgo25uA3IO95TUSmXtCZH1JEtWYF+VQNeQEgfq+CRFdXR7uQFzPBruKaWVytpHXlFPWlkcg5LMtc8W7+r4JMUV1A287uGeUlqpLFPOO09WdCWJXiCJatkY3633KZVdgelu4K043FNZGaoNSplXnqzwPysgYnRS2DwcJZJpgxD6cE8lZaweyVRBnCaWb3oQI8ps8u8IHY4SmbDuaNV/JoWPbrfOaxsxR7woIHpnvdqp5kjCDkaJTFp3tGrC639siemwLQOfX+fW92yan4Bph1eNnyFdtsE+e0CpzL5+fys5VRVeOTlSArxPTcM7XPaIhV71XrYxZHvaZ/c9x3XraUPAzzMY3vM6Vpn/NelNwSvzXQXesF6SaXYto3Dp1jtsJeEdDc9LydVKVQ3rhTnbT2QnTblUMowXy4U5PpckepXKWj3D5qOiaUOEIOEdXpxHcvW25BytqS8uHZ6kuEbi0EuH7e3b/XQ9+ilgwBxIeDcn0Paf5oU371VlKWdBYtTJ41vn63Gmeyk6uDBHe9l9akpS45nxPnNxdGHOEBKbcqmTB2fPz6mab37fP7EqtZXKOoJ3h0gKNN4njT0uiRz8sueMqgqvd5ctfGT0e3ELprnO+/bttL/FDRPeF9cvfE4ZtveqOeY/lif2h1eVyXJIrJEI9QLvoxi5wQjv9Pl+zHRUeB2R1LAF65wg8Lj1PfSqy/QUo4+0YYb3ku4aL8yZLvT9+LENvaDwOnfrfgvWhNeFbuARIEeG3EmHbcp056F57cM37EclgYXXIcMWtEGTtfPk4yoIxxyltdpXlRUqlX3mBO8PU8y1j1imhGRxMu6lRQ2D4Y3dm5Z3S3m6TALaG7SXriTo8mf8dR5X+u2b9WpewzUPLUZeo4wnfuUki5yuIjKXLMlOR9fzWvR0Ot2Zh/vvB1450d/KSG9ueP1vBHGof3hnGa816wVeEztV4Y0J8xHDQ+10G/C+/WY6a9wzvFXThrjSwZAcfG8D3ssVkz1UG4wygZr5ZO2Rq/CmxPmWDHeFYul2ryrL1mGrWiqL0XJ9UY5HFBVQwsYjvIEqfkFMAU6M4wAFqeADVRLSccKLphLwDqnXd/bzNKBirVRWG/BmCfWhV0NsVeyZFMM6DRfhRZPuKldvMHE93TxQpVwrldUEvHKSKshSGSNvrBqAt86FbMdizosmwustVhvQ1AC8VxpjZCfWedHUBLx5T9/FCnNTEV40FSmVpQpzUxFeNEG6gjRFeOEE6QrSFOGFE6QrSFOEF04uV1fLfzE3FeFFk93VFSsPmJuK8KLJAa+cVBfmpiK8aLK6uubZNsxNRXjRRHi9RXjRdHtpA69tiFBz8HbZYUv4VoQXTbdWKks4nhBeNEG6KmcqJZMnvGiCdEV40QSJCaYrpg1ogsQE0xU7bGiCxATTFUtlaILEBNMVpCnCCydIV7yHDU2QmGC64q3vaILEBNNVOXjlJEKEF02QrjjcE5ogMcF0RXjRBIkJpiumDWiCxATTFTtsaILEBNMVS2VogsQE0xWkKcILJ0hXkKZKwPv2e7+Pb60gSFeQpkrAa3iiNuH1F6QrSFMF4H39lZE3RZCuIE3lh/fjz78Ib4ogXUGayg/v072a854WhdqqIsw9AukK0pQvXd70vf/xzA5bkiBdQZrKGnmfTqe78yOrDWmCdAVpKnfa8P7Q91PfKwjSFaQp1nnhBOkK0hThhROkK0hTPD0MJ0hXkKYIL5wgXUGaIrxwgnRV15TvVZKEF02Qrmqa8r8+nfCiCdJVVXjl5EiEF02QriqaCrgnk/CiCdIV4UUTJCaYrpg2oAkSE0xX7LChCRITTFcslaEJEhNMV5CmCC+cIF1BmiK8cIJ0BWmK8MIJ0hWkKcILJ0hXkKYIL5wgXUGaIrxwgnQFaYrwwgnSFaQpwgsnSFeQpggvnCBdQZoivHCCdAVpivDCCdIVpCnCCydIV5CmCC+cIF1BmiK8cIJ0BWmqFrwUVUBV4A1XlQbrfKt+vkqj24vwgrfSTyOEF6iRjr5Ko9uL8IK30k8jhBeokY6+SqPbi/CCt9JPI4QXqJGOvkqj2wvzLANFeYjwUs2K8FLNivBSzYrwUs2K8FLNivBSzYrwUs2K8FLNqjy8Hz9Ov/yt/am/lG3E+NDZ7K28fds/Uzx7I6+n05efpRupt72+Pievvzy857vpP/VP/aVsI+P7Q7ZfiLWV94fH8TUXWLZG3n77Ob7m+i727TWey2+v8TXPfi8O7/v3n+LHvPypv5RtZHw6/Ue2SGJt5fUzinz8yBN67V9leadwI6+/lt9e4/k+SwPF4Z28Ltt8+VN/KdvI+H/P+Q6D9lbGcY6+xRt5ynCsdTfy8edf5bfXx3/n2e29w5szh7syV5+ZYq7UxN7I032F7fX+/d+ypO+EN08rT7kyRecvJFfOa8fqjxpHqil9f//P9GYIb5ZWnrLVAdy5SentdX6sdaTK8VV677DlhNfRLczXQ79qh+2fD/OoCZmqfsW/Svelspx1S1cVK5tsjUwpw9u/50msr7y9cn2V8vC+P8x16ak6svypv5RtJOvOsLVyzhqvbF/l6dTL9sr1VXh6mGpWhJdqVoSXalaEl2pWhJdqVoSXalaEl2pWhJdqVoSXalaEl2pWhJdqVoSXalaEl2pWhJdqVoSXalaEl2pWhDdN5+V5o4/zre+vy/+6LOOR5LpZ/nZFeNN0Vu94n3A0IEl4C4nwponwXlGEN00S3k8Up+HjJn2+9fT5Mg9p9PnHl/+Z4X37NrE6gXy+3PD2ucTM7zwRC8zrINR+IrxpUuFdI+80jMPbt/vLqHWvl9FhPn7cXeaf7qKdZlDhFQvMhL+SXj8R3jQZ4X1/mILo6y9/X6Lt+ZI2TIM7fH6yjNz0qMIrF8g2DORNiPCmaak2PGrwvoo84cLikvMqA6G+LksIeOUCOQdk7V+EN03GyPsq6mdPKrzziBuXfPiXv/TIKxeYRl9mzusrwpsmM7yivKBF3s9//fPzwzmV2KQNej3inG3gs85FeNNkyXmX2HnJecUofO8P/zX13y5D9D/KXHfOFtRgyxqapwhvmjbw3l86azOuUwCd/niVY9GeT3ci6J6mOR8/fnx9/kwUHuUCcwjO9oSA3kV406TB+0nn1+ezqPPOKcNa5x1FDWx66+cnqBfcT6d/iDrv8tSUfI9N6V2El2pWhJdqVoSXalaEl2pWhJdqVoSXalaEl2pWhJdqVoSXalaEl2pWhJdqVoSXalaEl2pWhJdqVoSXalaEl2pW/w9IftHRy23QVAAAAABJRU5ErkJggg==" /></p>
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<p>So, we see there is heteroskedasticity. But where does it come from?</p>
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
<pre class="r"><code>grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = forceType, y = resid(m3))) 
    + geom_boxplot() + papertheme + ggtitle(&quot;force type&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = pressType, y = resid(m3))) 
    + geom_boxplot() + papertheme + ggtitle(&quot;pressure type&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(m3))) 
    + geom_boxplot() +papertheme + ggtitle(&quot;species&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(m3))) 
    + geom_boxplot() + papertheme + ggtitle(&quot;segment&quot;),
  
  
  ncol=4
)</code></pre>
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<!-- rnb-plot-begin eyJjb25kaXRpb25zIjpbXSwiaGVpZ2h0IjozLCJzaXplX2JlaGF2aW9yIjoxLCJ3aWR0aCI6MTJ9 -->
<p><img src="data:image/png;base64,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" /></p>
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<!-- rnb-text-begin -->
<p>Ok, so it seems like all factors have some level of unequal variances. Segment particularly, and maybe species and pressType.</p>
<!-- rnb-text-end -->
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<pre class="r"><code>grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(m3))) 
    + geom_boxplot() + papertheme + ggtitle(&quot;segment&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(m3), color = forceType)) 
    + geom_boxplot() + papertheme + ggtitle(&quot;force type&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(m3), color = pressType)) 
    + geom_boxplot() + papertheme + ggtitle(&quot;pressure type&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(m3), color = species)) 
    + geom_boxplot() +papertheme + ggtitle(&quot;species&quot;),
  
  ncol=2
)</code></pre>
<!-- rnb-source-end -->
<!-- rnb-plot-begin eyJjb25kaXRpb25zIjpbXSwiaGVpZ2h0Ijo2LCJzaXplX2JlaGF2aW9yIjoxLCJ3aWR0aCI6OH0= -->
<p><img 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" /></p>
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<p>The patterns vs segment didn’t change much when broken up by the other factors. Trout seems to consistently have more variance than bluegill. Pressure type doesn’t have a consistent pattern - lo and hi both have larger variances depending on the segment. Force type is pretty equal except in the last segment.</p>
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<!-- rnb-source-begin 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 -->
<pre class="r"><code>grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(m3))) 
    + geom_boxplot() + papertheme + ggtitle(&quot;species&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(m3), color = forceType)) 
    + geom_boxplot() + papertheme + ggtitle(&quot;force type&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(m3), color = pressType)) 
    + geom_boxplot() + papertheme + ggtitle(&quot;pressure type&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(m3), color = segment)) 
    + geom_boxplot() +papertheme + ggtitle(&quot;segment&quot;),
  
  ncol=2
)</code></pre>
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<p><img 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" /></p>
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<p>As above, see that trout variance is larger vs segments, but hard to say what the difference is between species based on pressType or forceType.</p>
</div>
<div id="find-variance-structure" class="section level5">
<h5>Find variance structure</h5>
<p>Look for what could be causing issues with residuals by marking them up with color.</p>
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
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<pre class="r"><code>grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = fitted(m3), y = residuals(m3), color = segment)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle(&quot;segment&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = fitted(m3), y = residuals(m3), color = species)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle(&quot;species&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = fitted(m3), y = residuals(m3), color = forceType)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle(&quot;forceType&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = fitted(m3), y = residuals(m3), color = pressType)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle(&quot;pressType&quot;),
  
  ncol = 2
)</code></pre>
<!-- rnb-source-end -->
<!-- rnb-plot-begin eyJjb25kaXRpb25zIjpbXSwiaGVpZ2h0Ijo2LCJzaXplX2JlaGF2aW9yIjoxLCJ3aWR0aCI6OH0= -->
<p><img 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WHlCZD4tHu8iUmVPY+Q/pkPrm9/wDsGKNLUS8w/RGT3LAiBGEC5lYfKuZKK3eSDDhHML6J0uCTN7BprREvsM0GEDtI/QcIcJ7zDIWo0gRgQkRb7TBDhJrAsMOP6Ahws4Wom7qVl+eDh9y+zWSz6tLT5ud1LFzzq7ztbIit6miBmhvRPsKhKTUMWS2LY9Exsr0wRMU+gQdCoMktyJx4iqnjpgik/tUgekw1ERBWkfyKUmM9OJ2KeQNLgzVebsTGPtA9BEPMP6R+CIMICBUHHJuSaJuaJ+gquhC1OhWlNivRPZCHnKx1dWDkIYs4EFgR9vKrQWFFPK+5RwiTX9HdKaykGiJiOOX02WqsLS1AnScVAa3WYlATpnwjCu2bxvs3bjl48z8b0okVEI4EYQPUVxoPNAAUhRi9k9xA+mWt8mFeX9txdewoOnqo/XBxqnUD6J3Ihu4eIagIxgIoPS9LhsEtCLDByF/e513QOucOJVvQin9YzJ5vDUq+Q9E+0MvfHNiTlAUl7ENMRWC8wIqpQlZrE9ja2BfjMN59BxnLPJltCwcGcCmyTLaG5wFb02BZIVyNivmmtLuQ440FUPUUemRgn8F5dc39s2XIb22RLaLaQ9iD84McDVF/BnQqg+FiApxHzyoK/64iNgwAktQ1bFlYQwh/f2RKK+LDcyiapEqiv4AqrzU0hSlcn/ROhzHPNYuH98wBEtRZUK5kINX4MoOLDEio4rmSaxfbW6kLjwWagoMrcRNon5Jg+OssGtese8b8zAhEbB7klagAQlCHp9iq8d44NuLT0OU5FTCJ08WHFu8tLTpmB0BhApH/Cy9SFoQhsRyW8f55bnA6AE4MvNUTag5gO/zFAntX3eqaHJlJQZZYkKs4RFkwfnS1KXiaPmbkzaeeLaZ+Y7vIg+o8W7ApZDNB3ttRWm78EQQng29rDEmxzmo6IZOoruOfWjzt96k/VFKx/KoSzk/4JF1NrGHqnd5mutbyYnurzwsCNpLl3MK3Nz/vqzXZOBIDjaohBTEEQfgmoFQZFIUYg+hNWQePEFCtHONLF5enl8axsoFDxrcF/5DL0IZsO4LduZwOxvS2E0xJzpfiwuaXQyB0EwJwx4SjXTPpn/jnQ0a3p68dEQ2eSkRSIDTRHMY4N9ioWGeY4CWkPYjooCDoqKT+z2J2t4vL0XJ5e9vdEDvz+ZVKLjW3UDT62ya1skjyExfoh5p+mIet2vW6O0cchIYh8DoIIHE6SpJnPQn0FV4I66XCxXPY14opwNDQ0bNq0aaGlCBkHOj3r1q9kbZ+681jjBne2io2V7S5b6b2XJP0J63SHohftmVNsYN+1e2ElCQL9CSsbBPe/SJuvjrkRDOmf0DP1mTrQ0S0f3a7XscE529gry5fKJ/jcH+FEhfaQ//iz+quScpgjARlAsvpprS40HtxYJx02Vhcarx6KKBXU0NCwc+fOWV1isVjm8gGan8t9BvQIR7pGl4mJiYkApnpZAowB8hYgiACghf3rLbgAgf/75BVJ7//U3H/9+CHG9E/Q//rgLpzxKp/R0J/gFUy9TEp3nzEGSL7drAKAIu1vEsKrArnQe21R/oOTipgHAlkCqz9Vg/LdxazUGRvl5m1Ezan6sIsXj5g+Oss2jH99Tl3q4vcvU7a7pltj4vcvY1uAdwxhESCCCDWkf0KP60StvE0tk1Obn3fONuaz2E9tfh7bZpyfqu8Q9RVcxaSntLW6cMq+YJDnmTqYDQEFQY9jvtqMgj3GWd4iLjBd9Cxz1G6e05LTpFSvY9gw3Zm2UoOe3g+IOIL0j4c5Zld5p4AJDWcxPvbmleVLyf1ARG4Rba8mPHMhEA+QcX0BrrS0ov5UDQr27MqF10sZAcB00VqUqmKbbAlFFM+9lcO2hRZkdsgvqQstSPBQPPicIf0zgYhyrjhfeJZtCyvGdESLAgm8vvZ8EppP2qkKjuM4zq8raILzpt5zwYQrxncWVlQUFla3hsyTFGg3+JNGIwegvK4yF/UVXMkVKj8WdsrPLEYSpDN3YdRhNkV9JvHcWzn5iwrl8aFHr086IYRFgEIIe/xYETPnC8+qn/7+QksUJGT3zA3SP+FFaDgLgFudM9u3fOcLz3Krc+Sx9xM69yJAc8d1olay9MnjiPNhTCRy7J7QUnNlvVmSclurC40V9QFE7dVXlFypMkuVE66Qd7J4wKrQiRfYEpin1L2H4sMBZY4RQVC77pGc87UAfvTrnMKCDQCQp5+788B6p8kzUvs+IXLsHm+E986x4q1SNKgwIlyQ/gkpqlKTx2czOsJ//otsZ3A1cqQbk9+mvO8SlHQhQ7pxXbbP/MhJhJXyQ5W5AHIrD5Vzp+oPF8+wgl1/qqZgj3nCFcWoP1VTfohVPS1+qqpgbwjFm1UMEOGb2s2GEMYAPb3yfgAbExSv9Vz7emb+3MVzj/Vd1GjZOHnMPvcJZ4S1l5LMtm8N/iPIBUIQoWPuzhXXiVp+5yMAhPfOCe+dk+sEzprRESjHv0Hc7iAn8QtLOhNvth8b7EUEGFVxRSjceAXrZx2z13xwvLIqULC+FcVouRLaCvNe+IkBkpfipiMUsdyxQu1mA9sWWhAfKHXpkmBnm1IX9m44rBv82g835S8qennlk0GXalSVmjBilSx9kqUveB1NRCukf6ZFVWpi2wLLkZAIt9uzJSSGfHqWHF5gvlZkMHw9a9aRKNzqHKY9JEuf7AoiZsWcP2nNV81s0NpyJcBLyuskaUJt1dy8jfI0ocaPAVR8WPJPJFXhWAgOdJ6T89VnhXCkSzjSJdfH88lvvizmdWjmHjz70gXTsLMvXZVelLG7KGMB6oCda9Ofs6UEl12vfvr7XFo6l5ZOdWDjD9I/E3CdqNWeOTUrC4DF/8plAKfCb92OEWvwdZZHR5CQiIREbsN9s752ljSL2OtEWUpG4JeoSk1Me3Bp6aQ9FgpPtYrWMyebJ6Yt5OZtxJWW1vGDnr3Fu8trnqtuBYD6Cq6Qjbx3/uhgM0IILYEFiemjs49d265UKgGYcDbw9uxyZTz3iDi1V1ftukdki6r8u3Nt+c6cMd2j5pTB3vbuNzMT1iQtKZzjnLPCcPtb6cluacypWK5vPhNMpBFpLoJgCQF/bnOplCrpzbdef+zRAC8BIIyMTIqf817aCDq3wHWiFkuWYsQKQPr4Krd2fXDzBMIxARkcdiggOe2B9CCTIe2x4JTjFMeVsEaBE99Yip+qes5o5A4CBVVV5bjq2Xu47hTH1sAKqsyHcyftLK+qKgjUlRQIgRlArdWFxqmGV8RVo59PNv9hozPNymk0bIx1oZvaEeLlns+s2PdrHB1yQr3I+J0tYc8I/c6W2pcumLABktn2ydFyyeFU7EgJ902JWIb0D7DXiQJJ0ChUszUCfLJv8zY2mIs64LduZ0maCI+pUZufZ7rWAmP+na7u740OSgD/yW0YGg75jYgwUXxYKgYOH/ZqZexVv2dCbsPEJIcpvY/Hd7ZWFxo3HsoFMD5P7pTBbAjEAGqt3nsQVWapEuMF6Flt+jjSPn5o6tcttiu/evrSMdtFBKwIpMZBtdsNGzdpv+mi1WwT5HGogoo+s2Lftf7GebB+GJ4bbUHzGSiWh7ItPBF/kP65h3jzOux2Ua11XTzP9vhXOMJ751Rut2Qf895putZiHk+GmKMtxYLzwtdlnclmAvjktWG6BRHxeL8ATfUkzYlACiGarzZjY16u16pd8eE6eVEuTilIWnrdaX2zTwluZL3DVpTCfz2jMJAwPX7/MunMXTbmdi2eFCDcNOgy6nm2NQ26MB4wFFwc8Xe21F7rb2TbY4NoedvU8va8+oQLdqG3w7NFZqY9ESJCVeJ+KqR/oCo1SaNWZXsbAMXa9ZLdLln6/FeoU5WaWIEfAPzOR7xPaxqyGnVatjUNWYOrFij3aWd3CWuxwcisE0jMF7mVTRPDokPH7GKAjOsLmq+agVzAE98dUmGiiYJdcPz72g/GFBkaxWhGI4fZZFcZdbjjBCA1DmLJNJV5AExspTk1YCgQmDOm5W1TUmYR29Pytinv4fkrjUp2T4Qjx5wFHsc2ldbqvQebUR4ikaYjnvXP6489+qdn6vikFIg41hGQx4WlQcGrntZUpNERuS3GbEttsVgillEfxOWzguweIhwE4gEq3l3uieWWexC2tlwJJsM/ttj0KevFTXb7dtesrzSPYYlaTOOxRA3zmHf308IUldkmsK0wRRV6oQnCC9Z7jm1B5DN6aK3ee3JjeUFIJbsH6R8PRyxdx9U47u+NaQLSjetcWrq4KJVLS9+r1JmutbCyOoXJBvOYnW0FrvkoDEYQkUlAHqDiw+aqQmNhtbmp8nBdOVfC1QAFVebQ+qKiEk8JxDUPiDfbj9maxABjgIw63HEq3AKUzr1FH34q2fMGZvrobO3mR7xrKgq/i8TOYgThRWv13pN7jh/H3pqr4bkB6R+Gfdduza/qATB3Dou88aNwmAdI4XbvXb22SAE+OQnjQT/MEgJwdLAXiyKxehlBzAMBLoHdi9f2GaIdqwS+OqBYla3a7K8YxqSpuKIU58iIOjERU3IavAOf+f3LhO953N38Dyc0bdafsAoaJwKrs5z3cK0c/TOf619zZMHbCREzwsyfplxUh/EmcaR/ZNPE/6KPnyfinnED8Fu3j42MKNSJGOjzPufe5Pl5citT75T4Ax3dmr7+QMSI5Ic0kmUjIgGqAzQtbHVAHss2EOvzAOAry19kfeA951y01m42+HzkvKf6s1+cPo5PSmfuKlcqJI2NK9JNJ4BwpAvmMSTxXFEKJsYACUe63NkqbaIe08QGTRVjoeweOXx7tgFMMdMMNZLxrjsVTAyQbP4gfiKSwwirfSyPmfEhP8tah0OxzlNuhwXcTH3MvWcoS8l4reGsWhSl+wv4T27zeUfnC88i0QCA37pdDuIxXWvZrtclJiZiSprYVPtsfmyLIEyZ6GqGSiwIgRhA9RVcSY2P/dFah8PbgpF3Tvc9ffRmMoBel5pV+nnpgql71FOV+7W2A9D+q/fJcvExTPPIiY1DWKLkkvTI0+PyAL9/WS2W+fwGYuHP0h0nlqilxkFmAwXIjGLMG3MM4qZmqPPAnGKfz5xsbm6+17qnhLtSZQ5xnkYM6R9mPTgcjpNpaWyPz+/1oz29AHqdLkz8FueHh7DuXr1B/4+58P55blE6v/ORsZGRY3139o2Xz/G2ZlwnapFoYI+Yn0Bpb/mn2mfzQHAKjZqhEjMSiAE01etcX8E9t94cZdqHwYojs/FrbQeeSjsJr+/pc216qdrG5epZ7tIzH8GgvgUgQ6tjDp6PBprWLfIUU75qaYSnxygu397ndIj/pL39bfxotiL5/AZqHu5p6XEU2RPWIG32v2VEwDxY0h3nrKy3qUg3rsNhl0YoHCri8Cpl1jpepCfkN4kR/SNbDyMjI8x6kL/X9zohvfmWYlU2gGfabxl4HkCGWmW61vKvXt/iXI/nJW2vE1JKBoAfB3x3n8aK/GRFcqss14la6cZ1IdiGgB7TZ3QkxGIRMUEgWWBTKT5ct/Hg3piqw/Faz7XXP3RfH3GOiErrAH5eg75OuGdK8KrdbGjsd/1Xa5kF2xWagnP8H31lwIcBVLvukcahrsahrnd0lh9j5mwZ00dnM1S6XF1y94PKtpsWDAuTOoLx+5cp212z6hTGigDNWx2g6p9+6eWVT758318yD1YQM3iaoX58FQC3dj0SDWGtNUJED7Gjf4T3zpm6+1qs1lZe1dLR8U5Xt+RwTHeypE8Q29u+NmAtHOjb4bQXdt02dfdNOkcumfOOWus/X8zj/lm7HoD08VWMWGXPSm1+3jnbWIB1d4IrIxQgrhO1X89aU7Zuy9dzN8hVpwOEW53DtAcALFlK2oOYyhxigGKoDkfzcE/ukuSekRSV5BRcDleC2u2EVo9VY8mZI7rPWjKGBVeSQovNAPCHvjcBZOrXrDE8CKB2s+GlC6p3bTAm8GKfbdDab+rHccXk5oIeN8+6e2tttlKDnxrJv/my+OmfKgDcWeTO++6aqec4EQgAACAASURBVCfYSg36tLSWt014G5gY4jM1OGDGOkBys9KQlO156YJpnXMbx6uRiZd7/vu3hv8huJau6qe/z2IUWEP48BWcJeZMUIXo50L06x+2RvOuVv/Q4F2IomLF6qsiNnBYM2h5NyWtbczOVsE83+KL04WsFbpSk+JaC8zXuMXp0ogVDrvwn//BbbjPW9t4TJb8PKYEeIdDtfcvfArg6WWRaMCUpmCvLF+alpYmZ86zOb3Tx+T4JD+LU3OPQS5LyShSAOnp4s3rZZkrj8+maauq1OQd4UTag5hKkAZQ/akaFFRFYx2O72yp/ZOGUjb+p02vsEHNrrt/85qxL1XSCUJrmphmhVoDAE8YhmwXsj9Kd1gF1/O5qtf+T9MXP/X0r28fBTDk7G1LPJTTaAaw1e1SaNB0ewDadI06LVWTid5pH7Z7doDF4l/U33xZBNA4dLdomhP8mDWz0jjNZ5Cx/N44xKUL09Uw6oJuaM+tzpE1LEEwolH/1Obn5Zz7AIAoCjcKHgRzUVz+A4qKwXFQKMSu28hcUcbjkFrPAm2e6u3YV/jI0YvnAOBONwxJzheeFbdslyx9Uk8XlCokabFk6XR3ZEpgyGJJnF4qP70sfEb8BB73E9pIRMWqHM5qVT32xKyuIu1B+CfoIOhorcNhumi9qf1nNn70UvPe1H8D8JnLHW05GaL9QJ/iIa1LgITEFPyD/pG/tJ39pCI1Qzf4dGa+PMNnVuwD8C83Tv767qokTR+Am4l/pbD8/XLYOEml0vzvZpePxC7vSGfmBNI7HPiW7/ieuebmAJOS3q09TfYhM4CMtfsmndl8Bn2dsA5gzaYg7jMtiqIUka18qd1BWz+I+DxbIvzEiP4xXWvJUKsAuN346ptvHRvslS5+AEl6aMDSmpzKltv/WIF3RBgkMUOtejozS7jbDdlPo1Qq21uh1b3W+mFZehYkCVrdsY423O3DxODle2nwF88D0Doc8OUBCvrJ8nYCsegcjBtSMnMM3JFRrMqWzNc8Y2O+/5OnQtqD8E9wQdBRTNOga5G9GoBbdPQov9E9an7QfKtHox60vexWuDXOgWTDEocAwyL0duB7eASZyMhcCuBoh513Zr/eqf+rrPcA9DnHElWqDLWuzWnuGnMJihd/L6kAzuAUH1WPTrrppDT4H+d9CoB7RPSTGMXsHuF7bQLaMKUIkH8meYYAZG15uvfjowA6L7zwQOm9hAjm+7EOwLAIbZfnZAN5L6LJDeEBVG75WfCTAogezUWqNjzEiP5pGrL2uVwAJLerX2eQGt+CVldm3ARJ6gNXoFZJgwOv2QYA7Nu8jblejukMfSL2OnH0bh80WkkU4bDDOnSsuwOCAI6DUjXJAyS7bYT3z389a81xNYSRkekcMJ5FotmUmfB2C331zbd+vPMRFpojNJyVZ/AUsLD0cWnpwnvnZmsDeRtYtfl5stzBJZ1F4MMYYKmnqGeOeRHhS6vwIo7qADGfyqjNlqVbA6DLPsa53r/oeuQz7n9Pv/tP9oT/SBn7lJL/4AOX6d08u2MMB+8a0rNQsAs/r8FlzpUFleqxVPPtU39zPceU8voNwzdgx4Wx36s4lVPQ85Jqq+IbDw10CFBs7ypTffcbs5IKUzw9po/O/qhmqTnLWZCUCUD4XttUG2hW5Q2Z72e4p3HqoTWb0HYZQxZ8eB7pWQEKPoGpi2ih6jwfLVZF5JQeICIN9oV3w+FYrdFIoyNwuW5rtFDwZcZNO4buQhRb9YnNau1DSqXU+jG3OoctlvW5XFp94g/udgMoW7v5OFzclYvgOAgCgLLN2wFAko5d/p3qW/8jQBkw8UvX+bdPISERALc6Z6oNNDXixyfTLaLxW7cLb/4Cbre3bRSInJPW3eZoJUSaAlmoUgLBEfO2mh8DaLryGzLRVIfjByeSLi76EoClWPJ7+1c5ABAW43dZ6pGbalUa358g9vfrm84k7DGOWFf06NVaVC22Huo48PN/+kZaxsfvZ3z5k2rVY//at1a9vt+tOlvU9I0be29DIUqfejXntxAXb+X+5NGurK6EQpckNRp/tvtEQiDP297M9yf0wRi3gZjHSMMpMlS65uEeZgP5ZDq7h/l7AGiTA42USE7zeIBCFQYUdAlEGbIq4pgY0T+may2v93qi/W6OjamUKigUGkmE2/VuSlqrPvG6PvFzlh4AO+50leVugCC8+1+/WbJoUYZa1et0/W1iao7NmouxvZwa6+8HcOzS+bL7tu3o74VKDVEs27bz+EyPRllKxqd91ldUKlmM8HRlcnx+7bEyRQD8O6WF985xa9ez9IU5PrxBGzGkQObC3Gy1+grjwWaghEOdef1ze69uRE1NM3tm5Ud7/BH2dvZ4xrtPyZeH8zH3kwZffHi8A725qgAor5M70kt15UB5XRRoH8YPTiT9Z/KfbBrt2TTac1d6MFW6rOUcieIgBym5+1cq7qpLMeZUOFOE/h39qdljhmwbBDdUXJObK3K7MgaGPj/UO/LImb5LSdb/3/hMXf7/s+zmevXYymVj2qWO5APtn+L4jhTh6u3kJjX37w8N3U639k8SQE6Dbxzq+j9feFxqsUln7mobbNMJ3DTUc7Tn2h8Shrx3mi5ac37Tn/ObfrlZWIDkPVz7LzdfYNskg6lgF3o70NuBIQtGBnGxEW2XZzX3tHhKK91x4o5T7uZBEAETI/pHtn4ASIABSHS7IUplmx60KpV9aq1dwZ/OyLquTzyWtfrdxOQdo9b0sdFep+s968iwzWYH+nQJP12yvFWrb9UntiYmld237d2UtGNZ2ccyVwCAY0I3UzkNvtmY/1pnm9BwVn2+yadg0o3rcDpw15NIX5a7IefcBznnPpBf+mdEsSpbaDjLNm/bQlVqEtvbMGKVLv8Bd/uEN38xmz/YZFgpSLZRKnv0UHzYXFUgmzjNNTgkSdLhYqC+ouRKlVmSJKkOJYXTFbOYeHnYCCgI+kcHm8vrmrzkKD5cV86VVOyOhjewqSjgXOOucUN5VyzrVZszh9zKBNPQaK3DtYNTu/8z40bu6JJ1QwnXEwHAIq0a5Ee/0pVogeXc0r8Txz63mn979d0db686kDL8I1GRnDecudX5T0qMiXAOqJQfpH5gdCRPfaOatMLF7VpsHxlBolJsHFIUJXsfMn10NkOtM+qSX/uK9es/wfqRRNwZK/tqhtwf3mwTTBetLwa8VvXSBVORO0MeT1qcKtiF5jPglUhMAQC7DfZpDbNpYZPIYwAvp3wbt0WsVXxr8B8BZxBloKOL4MIt5+4kiwNiSv9ITjuAx3s7301JM7jdfWqNjed54PHeTgBXDckALiUYDIIgAf0cB6CP43lIfWrNQwMWcNzpJVlaQQC0AI4tW5XrtEutE7SN/KbuunieVYLm1InC++e9u2F4igCtzpE+vITujrJND17PySvUaQGYx+ymay0vpqfO+LuIN9uZAwlT/CuqUpPzb5/CUs+6uPThpQD/PlPX3fYqdVzuBgDHBntjoKBzgAuLjBhagSrf7XlW60/VlB+ScgGgeHd5yXNnWisrF06ssMYAnX/x8ecbAGR/7dXqJ6Z8X/s8GvjO4FFAWjWW/Gudycqn/hd+UiZ+9YpuWar7A05cm4u335a+1qeSkl3iUz2v7135/KFWbtndFBHItSkznIqEMU134ieywYHjUsSOPi6J47hUoc2t2aGwNycIziH10IGLX0ZCQJL8GAVf0/22+VYbgMLke+tc+zLzj/ZcA/AXu3qubzMBwEUrgKZBFwCrWzLqeT/TWnuaNAOe/2z/wKnlapwxwMYBwPaPPsQWH5ckpnjsHrcTS7MDEn4S3qtmBxpykpUpgPSw809fTvn2t+7872BmjLYkjtlKOMc+IcRMRKL++UHLZQloWpTep9ZoRcGtUHCAALTqEwGkOxx/t9IogLvrdsuXuCG5wIHjwCkgiQ4F/3hf97tJqQCu6g3vvPcbFsfjh+Nq5CakcLc6AVzf/gDb6UkuW7IUI1Z+8/0YszcNWQFYBcGo00431SmLx72drlLdgQJ3uuF2QamS7nRPPjUhEXL19pkk9Mb7yz7n3AdpWj3Hq8rGrGUpGa9hdgZQZCqQAK2ZAx3dn83w5PctSLTQrGy1QGltuQLs9vxgXD9zVeDwElAW2FNVBcYJ71v1FSU1BVVmv69fnW9UPo9nTp/ehs43Kr/54orTT26b6WjgO2fH35UO40TSGywGSPx1n/uxnyeWA8hAvYMTP9Iu19pKO7WWVKcgKPHAUEpTii3Xhh8seqW8o1+huANkDKmUjSuWagVh+ShEMeni0lt6UatzfSLDpW033FVz6gfudMK9zCBxLUndUCqnVl73k9b+9Mr75XPko/sy8wE0DnXJp10YFgxKADAouaZBF6bXxJoBpVNnByA4R/QjKc1ZXSqntBg8x2v/oHP1T3ECARgZhFINwOMHmgsvXTAlqzOWZhul31vfNvxbpmM1V5QitczerQQgktQWsUBEt/4RP12g+E0zAIhiafetdxalAzh26XzCo1+28fdeYy4lLUp0uwxu94DXTigUnCi6wKkkyapUtyanwOnUiAI47qFBC4B3U9OnahvvbvCMvU58b3SQz1+LiV+l3vHLF0ZGWQsOA883DVnhywNkutaiVXiiJnrHxtJFCS4nALhdUCgmB9mMjsgR1sF5bljhgDVKXhq1vqbW5trtQbTsIAUyF0JvdeXmbcR4eW6YrzZjvb+zw05ArTByK5ukOpRwMiWok2Zqedhxu31nwTYAyHqoKLuh+fzMRwPfOWv+rnT40qOvXXr0NQfnSFL9fB1+uNTdOibeV2k59T+W/l0Sd3GxaOYSv39TPJDmVKwf4V/PHHVo37Fyyb9NcUhQakXwIqz4yfmsi/WrP+hL//d1o/893a1eIiYIktDLrezQ9I9qBnu0A3lDmXC7J73xsKBmtpk+OsvvXya12FgvC844uWiQd8CQt7VkUMIuwi7C6pbYWpgftM5FWucijSNRhKgVJRcHJwQnB/U01XoTU+B2wu2E3RayQojc/QYoOWgUwZWBJghGtOsf8dMF4qcL7G/99Nil88cunT966XzZfduEiecoRdHgdnfo9BJTyqLI9isUCgWgBD43MtinVPXp9OkuZ6tGx+KBHhq8C/uYt7Zhgats27d5m9jexnfckkatk7rBszAdtjETwcDzdlG0i6JVEAqTDdP9LlbBI3i60yv2SJqsVlwnavnPfxEOOxx26cNLgWeBTUWxKpvTajmVitNqyZqJfop3l9c8xyJ/6k/VFOzZlcusoistrQDrrzyP0gS8BDbbYhydt29kr9jDxlkrVqPxdie2Zfk9ioB3js/T0NDgfU/LTLWVJ5ysWJ0mtjpV/+XivvbskophpRtA/uDAjkHre2lvAXtvKbOy3He6OG23ZkwnahTgU+38mFDTnfLT5a6zY25r45L/0im3p6m4+2+d/SDLpBGQ4bL9z8ubRCXvXpo17CWMw+EYGRmRxxaLBV9UA2ob4Oiccgh4Me0Tk34jhwOrVMjRAsB1OxwOBwDby+18520ArnUt9l275dulDW3sNfwegAh3xtBmLLub5napRYnnNO1ajXwXeX6Hw7Ak27UEADBwR2WxBBpk7fMP7nA4Hly0p7nvJwCshv7vbvnlAHyXvZ7V/ytwAaLl8oEvqvUnBtjYVmqYrjJ4Wlq0dsMNJdGvf7xfiU4sXenzHAHQi4JbwTMrgwN4UYQkPX6nAwrFX3bdglIJl+sfstcxD9DRlksip/DWNpNUzdBniwG4OrqnKhl8dtyDZrE4HI5VKj5HrQNw3elk6mV18+/Y8ffzPH6XxoFBJWB1uwFYVZr/1t8hAuA4SBJUarfDMWSxsL+D1uEQRkawYycAvuPWcABPytS/nsPh2JOo/8ngEFLTLG7hTF6Oz79wcI/hfF4V3IWvLF96oKNbHvucIaKVQ+6uPQUHWRaY9+7iw3WnOCN3EEB5ncTeY4qfqnrOaOQOAgVVVeXMRSRfHs5Qv7DFAHXcbseK2R0NfOc4O3fulMcNDQ2BfBouPnZk85v7AaRLH59p/cvdG74mQfmxOjvDqQNwO/HybxROnTNbl1g7ik//fskvH+j7nIu/rRGW30pV213W2hU9f6p+Llm9he9R8RwgvPd7R+FaTjrPP1fi/F6/UvO1+y+97jRpS03e+k5j0SQmenZohGEmp8ViSUtLO5n2eXl17OTmz08ntqbTWr5UdbTDDqBfEt9/MNX2crvK/rFibToAZddWza/q5dejjzLvLOm8D4AkCndSLz9mVb2ZhE6lS63hVkiGp7adZKcxAQBoNEhM1LCdtkGkpWlm/DN6Xz6Jp9JOvnTBtCI5H/BXDWi6ywNnjjNExOXjpcD9dIUjgiEC9c8L1c6nKwFoH/3y1IPrR4YA3NTptaI4ouA5QAIWCQLH84ljo8fudpdlroRGy9ltAJj1A2Df2s3HbrYk7v0LWdto+vq9VI2YlpZmsVhObtkkr4ud3OKj2qmmr788I53lt/eLeH/LptXNvyta5FkOf7D1JoscUrTe5DhRkCQAGkjHrv4ePM/qEkGrY2KwD7ZLo1GMiyFqNIkzPSk+n6aTaWmmay35BgOmX4sJ7jGcz6vmcjuf/6zoIbeySWIBzsUTXIQ+3mbunQqg0se+MDFDHSDUSYeLpyvI4TdFbfkKf6G0Po8GvnNuXHzsyH1v7Rvk9aX5RVpR4EWjqBgaVo9IwIC08oZBBUAnrf2krf2mri2Xt4JDD4dcPd8zejeLvzrs7Buwdy0SRl2S5BJFgIfEbxWevqbZoZDUw3rFq2m//A4md0L1EwM0XbML4UgXzGMAYNTV7l9mumhlsc/nHpohTmdEMHNrDQB6Rlu19n4hbeNjg239OsM6Q6HPukGs2CPjj8v9zx0QoaqCSMQxMah/1OM20FTeT04FoBeEIaVKAKBQcMAawfV1Df/boX50dyA1U87PfDcl7an2awDAK//8j//U+2GbLnDVpwHBAoSlG9ePrs4pS8kwrsoGcO7++6aTv8/l2pDgsdWvDA1jyVJPFr1GO2mRi0Ufs9CfIAJ3/ItNEKHCjwFUfNizshtUKfqsFavbmzuALACdt29gdUHWjEcD3zlXLj169MXaT72W4amRtdyudivGHBw/pFC887byut6agBsVW9P+8taXBrR/UIDr1XenD5R8tMj18NA/39GNKsD/YfmfP9R5ooNbmiZpX13Ru1XUAmqRmzamSrZy5MxnfFHtR0LhSBfuOMEihO44hSNdtQGH0STyRrujA0CKUuvglg05eqEzrEv1bf2wXmBafYirIDK8bTgKA4pJWqsLjQflVfsQ1u2ITf2jfqEaDe9Md/ReWLQoKhSKNl71lBtfEMWyTQ8eu/y7so1bWbSN7AHyyb00+BO1mL4XmKdhxXvnuNU5kqXvx9lrxIvn/QfZpKtUrEE9gAydDiNWaLSY0kke473AkGhgcdZzL4Qo21IUBkSEkICCoINi+Yrshp+80Qmg893G8ThC/0cD3xkCnjT91q5QcsBy1y2LyjmohJVX/FuzKsPuzB1xLRnJqX5P6+ZUDoXGoVArpBEA0D+f6Fyr4RMUHM8rVN2KpSKnhqTGeNb7jH9NlvnMKgQmvdB/zxiawt7M9/eu+v3ehPMeAwIwXbSyjf1oKzUoku8TzXbRbBezL3nrBcXqnDTxQbbxSe4H1z/94PqnkzKL5L4ZMqyFhVYPuy2UVRDlX9Zjwxl1zIYL5exEiJj0uZot5qvNXjUKI6cwT+Tqn95N6/yfwAE8IAAjSqVGEHYM9e8YvFv2iYKpscZIShZvtvuchNk3kqVPMdDPGn5NRXjzF+juYEV69jpRlpIhe4/ez8tpGrKyTc6cL0w2ZKhVbHto0MLvfIRtk+oTeuovO+wYsc6xCiLGCyFyq3OYoUa1EIkQEqABVF/BcRX1ngHHcZ6f/JH1RPUzq3/8zccff/ybjUWvstzRzjcqH3/x/HRHZ7EzNDR/4u/HFMok1X/kjGZm2g0ZY0sfsrgTXNxihybNodh6V73UdWeT3bxhrFWCqHZxKic3LC0HoFUaNCOf7k24YtYlfJzg/ObthPcUr6RJ542OX/23rmPfeDPX/1MqNQ5iiVpMVHB5ep9mgemjsztuJu0YSt1hW7x362X0uvamKotSVWyTv6v4/cvaH/nn9kf+uT3zl96XrzH/vwk3SxJuloyucBkyC2f8O4wMQquHUg3DIvR1zuIPOAPmMfS6ZAOOiEBMF61TP1ezobXlSsH6QLutBE2s6R9x5w4/RyWABUELkmSQxGPLVkGtedeQUjh4d8dA346BPgDvLEp/Z1H6Oxz/WtOvptM2wnvnuLR0cVEqEg1Tz5E+vITF6VBrkJBYtnjpDgV2OO1FyUmyDXR9+wOFyYbCZIP3mlqv08W2Y4O9fn4F4b1z0GiRaIBGy7qlBo104zru9sVACUQiAgkoCLq+oqSmvE4qRmv1czUor5MOG6sLjRX1M73vbXvy9OknvXdkPVF9evqjs9sZGloeOQLgQENOQutbDhgWOUcvpQgAeEmzaXj48pJ/XNt5EkCBzfFq1mgS75QMyjXq9GFnnwpucIl25QjcSezPyA//9R90i0Y1A99dfYW9qczJW5uhxrAbVgEaEVoFlzs5Wx5Ay9umpS2eEIUWmNgKF3MyJeV9FoChpaDN+Fcz3opVQXQ7YR0IshnqVIQjXbCLcEmACPMYkvxVbiSiFvPV5uYaltIRtu5cMal/xJ07nC88q932R74PKxQABFG0KFVLUlLRcxuCCEmUjx+7dB4AVGoAQWobVqhQo8XoCDhOuts3KVU+59wHGWoVgH2ZGax6kOlay9MrPQqibNDyY7/Te8r/OOwAAmnX6hPXiVo47HC7ATtbUwtuHoLwSSAeoPpTNayQdeuZk81slJu3ETWnZnoJixpe2Xn9R/uNv8h6o1uHdAe/3KZZOyKOqkdX9v29S/8zp/7fRe2Zz9zVPninxsadH3NbVQrtcusP7/I5CkkHKAEFuLsp2kN5/JNp6r9mryw+b8QqAGFYwB2nc+u05VYZnFHP3W/ASi2m1ApipF1McC/Rsy3tou/i03kP1w73NLJtagwQ6wU2ZIHbicQUTxhQaDCPYVMCDDxcEvrdWKKmGKAYpLXlCgpYYx9JMq9/btrWPnMgZvWP+unvizt3yG8GekGYeo5dFK+4hXcylj1kG4ZXiGHZfdvK7ttWlv8JAD61jarUhBErWwJjgThTYetK3Ib7oFROsn4OdHRnqFVGndao08rdT71RrMqeVElo8q0/vgqHHYvT5xIELd24zq1dj4REuN0YGuDS0ikGiAghs0qDN19tRsGesPu7F4r2kv09v7qiHlMALqdGbzG0C3hgWLFML+gSpes8oHdoHu44enftJ4adfe1LC1d1vSdCAUHz6or+rcL3BGHLGKfjXEOvZP/iQPsXpvPZMjtAONKlbHdIGh8VAlm+2A9XtRX0JgM43vNJfv+yWkBeoajdPLvXoOk6xsvcv9MT/fPh+dBkgd2DmW7msbk0hGeDyFd8USSqTO1mQ9CfK2BSpmpu3sbmU2bAf4XC4IlN/ePaueMrJ0606hMhipeSU53wuH8YGklMdzmPffAOAI+5AwBgC2Fs57FbZp/aRv30910nakWHY5KNwj6o3gWaf/L094NoeuDnc87idQKcZ0aYCSXduB7EkxWBT2UMdfiKegIxgIzrC3CypRU4VYOCql258LyU1UVMwGPIyPz/NspBOU8WZe48a0l1dUHirvImrYA/vm55Y8OTqbdTB9K73tPuVaz9VTLufuQsgGMZB+VN7aKcsf69PRfakmxINHBp6X5uxO9fZrNY9FOKQ7Ca0QDMY0PNGUOFyZn8Fzymw9TvJ8OSwr7h37Bx+pJPyzPL3df5H64J8Bdnvp/ejgBPDwCjDnec98ZB4YmmHB9HjgqbShSJOolg7J55Jfb1z09KS9mXomXIesPh8D5k4xQ31dqyjZ88dun8v974mB+zQRTKNnxywvXTaxtVqWnIYvEuwyN/UFlojpxXNfXLeF9mBvP99DpdLDe+Nj8v59wH7KgcGT0dstuJtdoIDm9DKghPUgQ+laxUtzwmG2hhCcQAyq08XnXSaOQAlNdV5qK+giu5UmVuihn9M4F7voqPPlQuva9t8EHOyatE/On1vn/dctA49FCCOzPbtqE3uyEveX29TatV3xqVBtKG7WrYnrj70S39YugG+Pzt0z32cma4fqVCroPnzdGeaxdGLCpOoVXwrHXGdIWCVKWm9BP3xvL83K7F8pjfv+ylC6bV15sATJcJHw5eTvk2eAHAt4RX4nzxKwLfQUNGfQX33Hqzpy1Fa8uV8t2zTlifkbjQP+yL0HStJWNM9YF1RARYxhcPJAvuXy7OLNu4tcY5yt9og3N8pUyhgEYHjuO3+tY2LPkrQRTxNxOywIT3zuFuH9xuKJXTxQ+9snzpk339rCuqXBnIOwbIdK3l6MXz4c5OV5WavvLGG2z8kyeeCMctIgHyCS0UgS2BTSzJKBfoiHnshZ1rmrL4Pj0/qjC4BYObW2yz2dSiG26eUwJIF81Faff/9Pby4bFn1QnPvrt4ZKXD+lftj4vS5HVxhnd1H0WnbWoP8KahHgAGXmXg1X2usaM914y6ZD8Szqh3Xrpg2txpFjMLAbw/asbbpkk2UMEuNJ+5Nw4J1T/9Uv6iIiwCgJcHvl2Jn4Vm3igkAt9BQ0nxYXNL4XgMdEG4rJJ40j/7MjPaxuwGnr/hcHCACECSwHmtiyn4Y5d/V7bpQfbTsZstIuee+rlyvvAsc5kIDofzhWflUj3Sjevc6hzpTjcSEjE6wqWlT7dY7//LWLzZzrLT4SsKO1Rt2L/65lufWrpMHr/+2KNBTxWxkE9oAQlbK4zox1O+eWMXgB8dWaeDO8EtqCWXzrZkVDecP7oyqfPhzyi+UO0cVnGaa0vEP+n4SvagNwAAIABJREFU5q2ErD8b/r366X2B32VShejC5Myf9rUJkmQVXJ/uWzSU4JScY5ihbogPhAs/AyBZ3YGcHLTd89IFj2oLU+nnUKnReSCKRA0t81GvPm5gmVaPpaY0DVl5QFQodKJoV6rckN5Nyyzv52HcdOzy76DVHTNfhtMBQ3KAfUbvtYhfnSN9fBUuJ6xDUPDSjeuTmsnPCFsXu6OaIYdjtk9BOLwgEfhUTleqm1gQAjWA5Hqv5XXSUy2FxpN7zDO1Y44B7pVvXteFy/bKP/zw5S1PQcHZNfy3c94cGRn5+74rlbc3HF01YFCqHaKPJA7/7M18/1PJHvcAW+pqGupZpk6wCk6bw9WutmUP649/fJ/Qc89RJBtML6Z9QjjSZb3TDKB3x89lvw6/f5nzucMY1QFA1tBn3k2467vx4lx5re3AlqWfZeOXLpjCZwOFY9pwEEWiRh3xo3/kL8Wccx/0uVxyy/W/Xmt0vNvHjwyVbXnoWPtHsA4FPmdZ7oaHx30Me5W642vXSzeuY7AfgoChAWh1sotI/m5+MT3VdK2lacgKoDDZwKSqzc8zNJ7TKhQAfjA6WLZ8zXH7cCh+aRzo6P5shieMKbRekAh8KsnuiRwCrAPElVypMkuHfsSVQF6Tr8iLoLqv80CGCkvU38KruOO0uNXWzQCwRpds7xcMmo4/Mg/dTkwfVCXsuH+dn5UOfv8yOQZIXMlzRt3RnmttY0MADLwaQGFy5pv9t+yikDOss2nFdEmHJep7xaDHQ6QBOJ/rHhN7NMjikpRZH+yX6wABgLKH28wCBtMzW66/kPPhH934gJewgV+BzPlIoqn88s+qf/olNt6q/xlbYgthh40oQlVqcj3T5Bk/H3G6OCqIW/2zOy2VDU5Z+j27Eg3geQwNAIBWx6ow+9Q26qe/z2KAeFHkv/ipZ9pvsf2fSzRIrbfgsIPj2CSsYqHrRO2+zdvktZjVV81uQMVx6SqVecwu1wHakKBngUHHddqclqvSxQ8gSUhJhd+cj6B5/bFHv/rmW2ysWJXN7LMYMyDYH1a2NRdanPgiEAOIpVxU5kKuu5Fbeaj8YMmp+sPFMa6BxhlPrXIC4IpS0GCTD21JQjO/8k5yz6Cab0qbOfNT9uXYLJamth4Aa3TJANrGhmTvTrpK51K484b0bboRmMdgFSZFC336pwqdE67UAfA8xkR1Zxp85WR8PNCUJkkPLtltczfdEvv+oLRudfkIAwoHlV/+GcZbbTCC6zIWaR7s2SIc6eI/t+HeOL7jwYMiTvVPYbLBPOZxAKWrVGygWJWDvj5odQD4x77gfwbm1LFYLKeutcpNTH/uTOC3bvd0qJAkAGW5G6BUcVqtnHx/tKfXLUkGpdLA81ZBsI4JzOjxRuzq4FIWIXkRHHZYh0JQ+nUaWNxP0IEy0aJAvKPLY8zCi2TC1wss1uB/uAZL1FiillpsS/7nst4ODNxRfd6df3bje8aUa9/t+3VT2qx7PhQmZ1oFZ69zrNc5tsYr2LnPNbbMqbuZaP9f7+b02mxQcdM1zfAJyx2VLH3JVsXt1JGPBpouibf7OJdOaViaYPyov2m2cvrk62teudbfyLYwrX/J/Yykj686//YpagNExA+1+XmsDqFRp72+/YHGoeHGNWsbrdbj9mFotDNaP96wJqZsy9DphIazcDqg1YHny4ybdtzp3GGz7nDamRPCP/syM8xjdvOYvU+lfu3COQwNwO2GgvcTTB0Iryxf2jg0zLYQfv2zPmLSx1elj69O1xCNiGcC8QAVP1VVYHyu+qli+XNZX1FSU1BljuHXL594v74X7ILFYk1L0xTgEQBY90hwrxprdMksz8s85lnUfz57+zPt524sd625odk6nDyiFpCfwNqHeeKygXzX4lUZSSrbA2NjH0OSRhMveDt15NC/oYGWV3J/ucwG0SmKCvTwvh1UQWeBBWL3yA1WDYtmNzlDeO8cRqxYnM7K2kZyIlW0vGtGG/Grf7xNgdr8PIvFkrbFU6x9th82eW2lacjqKa4zYoXbDXj6abBzGoeGAfQ6XRt1mo8drkG3WwRWaTRyDJDpWgvzBv32nbegVEKSIAoQxal3nK2E/u2epiEr84fty8wIZDaGxyZbnA4AdyNFe1AQdOQQUAxQbmWTlFfBsWTXEq6GJbzGZgxi8ATxaDGDhqW+FyZnyvYNs4pKbxisi9Ga5EyfeAkArIPt5Xax5ZZGlaFIV+k+s8j72RaOdCnwRwA2ftOU/ovXHYJd4iSlJC6zuxSi+UbOhPaoc1+lIjB9ursn6mt8vDDCRTmkf6YyK21zffsD3gUMXTeuQq4ErVYj0aBYlSPd7YPXV/Lq5t9pFQqtQrFGp526/gUACYmeUCRBAM/LKfGM0FZ/YPWHWPbZC7c6Z6zBGMn4XMuj1LCFIuA0+OLDkhT6GmfEpCKHzAbqdY59ONrfa0ze41pZZl6KMSeGBf7QhK9PW6kh+Ve3FNlrWGSSDGuGKo+3J0C36IG3pTa72+p2Oy9mGUO4XBVIGrzcXyyIMtOqUpPzhWdZP8XQFtefT8juCQGkf+aGt9HAPMR7lTqsXgulqnnJMoiQ1NrXvb56H9Tr5LQs5hbCxC/vstVrj1m6cLcPTgcEYe5duma0AJjvRxYmEDiW889YHJYw7VBBds+CEEgMUGt1IVcR7Y0HI4+kF/qF77XJbStkmvpWZ0g7NyhLvvTQxgZ9Hws8Yk0tTBetbAv8LqsU6W8JHyYIWMwZ1kuLQyj/a20H8lOL2CZbQiFH/fT3ubXrwQq4USvEeIT0z5xIqPlH5wvPToqAWbt6/fWcvOt564sUkEatr3W2vf7Yo6ZrLWwLaF6lEne6AUCtgU4/RyEPdHQXJSexLVABAkBVamLaAwBpD2IqgXiAzFebwy5HvCF8r829WsVrNGwsN+0yXbRmaEeMOh7A0ZvJRqNO7gVmumgtSlXJ4xezAirzZcgsTB15cyUMAJTJGaNTTghHJejQTh4VaisCS67FCqR/gsf5wrNC1gqlRsPGcrEf1ukdwPHl2UadVvXYo5OWZlgrDPajT+cEl2iAUgmNFgASJydvh/ZxmMsKUaQ9jLTaFVHMKgg6vlfdI5Kpj/fkoJO3IbrtggBN8polefv6+xunThLWuJ/4CSqKNFUbK5D+WRimfj17f3m//tijzqZfAXYA/M5HpjYjC+3jEEu2Qiz9LtFOQHWAfnSwGWge7/gjU14X85XIFoJ9mfnPtJ8DYHenntv+yL3s9wcNAI72XAPQa09E1rRZVXLQScvbpqTMom9kFh3vPeoa6+0Pab7619e88pOOJ9k4TGnwBEH6Jxzsy8xgpRHtomjUaVkhvqLkJLn9O9JTfV4of3m7TtTyn/8iaykvNJwNsCPHdMzocCKIcBCQB4jiD0MO/8M1yr9sgUJkY3l/7WZDTqMZQjqADYuu/dlP2o7f+QQArijl2O+sxnWjVrcawJqUiwc6tSfTPh/g7fZm7PuXmy8g1D0rZpyKEqCIOUP6J3jUT39f+F/flxQKjNdFBFCbnycnhWkVipaOjrIxawHwXZeLtblYo9Me6Og+mZY24/z81u3MBpp7qpcfu4cWl4kwQc1QFwbhSBeLAfJhGajPPZaeCUAyq/tUY1iiBsDqAMmHgOTGgc7Ab3e89+hqPmNJahHC2bdrEpPy0cgGmgRZh0S4cZ2oZTFAU02Hx1JTALzT1X1dreX0WgCS0/3YeJWdxoHBQOYX3jvHpaVLgCJ7TZiq7IQ2oz6KONDRrenrB7nEwglVgl4AmGXgzlbNqr5zEOQ9XDvc0zjc0+ga612SN4se9US40Z+wcnl6toX1MxB+WqsLOY7jOK6wunWhZSG8YKaDsHwls05CO7mq1CS2t7HypPzW7aGdnDBda9mu14U8LY6YBHmAIo7C5ExPVWi1MzcpBY2jAOCS+EOrCz/KlAtGP6if2UENgFWITpo+Tb35DPo6ASA9K44ClgmZOabp1VcYrx6SpGKgvoLbW70rzgsURglyo7EMUbBA9UM3APyxY1TuPvagXjfjJCzVS3bPeOM6UcuqMHOrc+LHZ0NEHWQARRxyPWiswrGjOcjgAXBFKcKRrtr9j8gNU19M+0Tgc35nS63PooXNZ2AdQHoWAFgHZl0J2n8hRJaPds6WAoDLTSmYxcTEPDHnOuD1p2rKd7MIneLDEsUkRwlyPleTIfmH4yVKm435xvETXpwmCHoSPtPdWQcuVhg68PY10yWHs1uUpWQAUGzeRtkWRAghA2gBYJaB9mObpHDA6ONNSy4PLRjvhdFMOmSxWGZ105DH/bzWdmDL0s+y8XRxReeXLVtCfTZ8YSs1aP7DBvMYAJ+fgeigteVKwfr1FVxJDahBRaTBTAf19VZBofDuU8FgdobpWgu/cptnl1cj0sDVS0gcPAc6uuXC01Pboe/bvO3TQbWCj15q8/P2XLj8fv8QvPq4ESGHDKAFw75Tn5iYCP8BwuYx6Y4TAFeUMp+yhZA5NkONbbhdntrcURwk3nzw6iFJOgy0VhfSEljk4dxWyPTMdJ4Y4f3znpExfz4Fmy33UvTjhqdXZrFBnJh98w8FQUcuwpEu+QtSOnN30hek/oRVONI1x/jZgl0wLEJfJ/o6YVgUeg8Nm5ZtfbPIWiPmiYJd6O3wbEH+9wuqnmIrX7l5G5tPnqE46Kji6MXzTYvS2Xb04nl5/4GO7lm0xZiIqtTEpaVLN66HsH3N0Z5eo05r1Gkz1CoKCiZCBXmAIh3m+5FabN47hSNd7myVNlGPOTsPgjZ6AimEmJ4F68C9MRGBzMnqzc3bCPo2im6Oqz0DcXwPS0FifqPgfA+zNXr8F0L0Lly0LzNjVv1QCcIPZAAtDPz+ZcqX2yWNDdFcBsZ/XJFwpEuypWQrnYodKQiqG3xsF0Cb3LQkKinevbHkR/WVh4tZPNCep2gBLJJQlZr44/8iajSI+IfIfyHEh1Iydjjt/Ce3TXfOdBeyQYT/7j6h6tjzACdJ0kLLEBoaGho2bdq00FKEGP0JT+N3W6lh0n53tqcx6v9l796j4rjPPOE/1fcGGhA3XUAyIBobSZacyLbkxsTWJH4dcKJosh6t1lksRevA2JkzSLtxRhMpk/WMlWjidyLYfW2PiEe2zOtE6ygTwkRgH2dCHAxCvsq2LMaAAEkgIUBI0Fz6QlftH7+maPpG9f32/Zw+x6Wurqof0PX4qd9V0W913ev2qHASS3huKIOb4ufylXd+yYdF7IlIc7rRlreGbcsHL5se2RH8UsaCLAkT8kZUi70PdGKvTRG78UdzupFtiLfYU4PXts4Pg++cmX0hb6X44acGr7ENxzdDXTwWB6pkatnMtC13tcRLJ0IAifrgEO3iqgbI12/D2NhYIF+gcBz+V/YPJLm8b/let1wmJyL5T9c67rX9/Cp3p72/sfo3M16qFkJafpvawlro7r/dInTPyL+5ikjt09WtarUsJYVt82p1isuHY+DPF7LDowmWqrCT+Af1+0/v34FLH7X7CfbflPk3Xs/Kyu94VyaTE1Hf1s3iByu7usWxWvtHx91WSwS9kGIc+AURf/2G8q4KXw8klwASqt9kUA+MoxARveIqAUoctp9flTSILPaxlYZoyrfaIwDwW2VX919nZQTSByhK2KMHEZeVHdmSQHTCKDAICfl3VgndM+zlX36m3FVpa7XP+ijf9lDQ5/IHgOjH1txgr1jsygPRDDVA8SZ6utYGfnUuv1BWsNb2XqftvU5UAgFEljh/NIW3W67feY+4WD1blwPACRKgmOR9EFk8tYix5aaJSIjZtaBjeigKJCA2DbHaxpNLohNbzWGxEj0iklYCoQksds3s0sm/syqech1Xyl2VbLnp2F1xmq2LxF5oxYNY8ULeyoaS4pj+/3GsRI/Kru6eWRN7YY7HMEMNEARHgIuKe8JawYJ5xvASBvrEZZhQDw+wpCBWh8RE9GifMIqrfbVPoKE/rJAAQRAEvKi4R26XmwaAuFTZ1V0WvHVPET3AOyRAEO1iOnJx+YXC2Ki4HcmiACSe6I8epWm6nlmTuB3ZwiQa9AECCCG2MCR7RX8sBoAwaygpZuu86rWamO50FYtQAwRBYHgkVH2A4gDyHgCJIjXSPrIS5yeNNkiAIDiQ9wBA4JANQNigCQwAAAASDhIgAAAASDhIgCAkbD+/yl6RLgiEUG9dKbdYdUukywTxxXqygb0iXRCIQ0iAIPhsP7/KFSexF3KgKBdIqlpU0y6ImqvIUPt0edALCInLerJBVrCWvZADQdChEzRA4mKpqrgdwMoqLdUV52t7jhUFq2QAACGGBAggtBJhLtreumfrqw4JSH8A/JKAg/+jARIgCD75d1aJTSrxvVzrklgdvrgdpzlQy3P7qLYHrV8QZAmylkVwFwAB6ZAAQUgkeN4TK4KTqrY01ht29qD6B0IgjvMeiDgkQAAJLfBUFfkPAMQiJEAAIZQAdfi93ecNO59G/gPgp8RcACQaIAECCK04zXtEPRc6aF2kCwEQ05D3RAQSIAAIRPkxAd2fASD2IAECCC0MiAMA79AEFhGYCRoghDApNgB4x4bBs5eYCUEYIAECAACAhIMECAAAABIO+gABhBAmxQYA7zAMPlJCmgCdPbr9cCsRFTz+Yt2juZL2untz6FTNk6/2ExHRtoNN+7eEssgAwYa8J0IQfyBmIO+JiNA1gQ2dqjlMB5uamppeLGt78uhZCXvdvnn26JNtZS82NTU1Nb34+MDhmlNDISsyAMQJxB8AWELoEqDBK/3bDFuIiHLvKyto7Ti79F53b57taN32mP1ZLPfRx7b1XxkMWZEBIE4g/gDAEkLWBDZ0ZaBg9U62nbs6n9quDNGWXK97yd2bW/Y3LdQ5n+1oFT9BRNTa2up4zbGxMV+L6cchcXN4xAuQ4OWXeHhWVlYgV0lQ0R1//P7m+HdgOI+K78tFWyERHAIUsgRo8Eo/rfZtr/dDaOhUzeGBx1/c79CYv23bNnG7tbXV12/D2NhYIF+gmD484gVI8PIH/uODN1Ecf/z+0/t3YDiPiu/LxUQhwSfBTIDmOxASbTvYtHN1gZeP5rnb6/ZNh3MPuO3LCACA+AMAPgpmArRlf1PT/oV/5vd3DBLlEtHQlQHKNziGjtzV7va6fdM+CiP/YFMdxl8AgAeIPwDgk9B1gs5bXdD6i1NDRDR0pm2+c6H3ve7enI8+GH0KAJIh/gDAEkI3D1Duo3UHr2x/cvurbFKNLUQsmlx5rGn/Frd73b05dKatn6j/8HaxtyGm4gCApSD+AMASOEEQIl2G4GhtbXXskyhFTHeDTfBOxBEvQOCHL/uNhW1jpsQ4ID3+xERf2pgoZJgvF+ZC7jz3qVqtJsyRGEpYCwwgApJOGrFKPAC4VdnVvTVJi/XhQw0JEAAAACQcJEAAAACQcLAaPEAEzOzSqX8zw7bRBwgAHDWUFO8896naxhP6AIUSEiCAyEDeAwCevJC3EjNBhxqawAAAACDhIAECAACAhIMECAAAABIOEiAAAABIOEiAAAAAIOEgAQIAAICEE1fD4FtbW5f+EEBM8XWFO4gUxB8IMwSHQAkJ7A9/+EPCXj3iBcCPH8GrQwSF+U+Py8XitcJ/ucSEJjAAAABIOEiAAAAAIOFwgiBEugwAAAAAYYUaIAAAAEg4SIAAAAAg4SABAgAAgISDBAgAAAASTvwlQGePbt++ffv27TWnhqTulf5m2K5ORERDp2q2Hz3rw9WDV4ChUzXb7XwpQZCuPv+ebxcPYgHsfP0DBOfqDr97P34DEBFhDjthjjNhjirhDCNhjhgIEVEm0hMRBdfgr/766z/rXLy1xF7pb4bt6oIgCELnz77+9a9/XfK1g1qAzp99/a9/NSjun98Oz9Xd7g7rj+9wgA9/gKBdvfNnvv3VIdLCHHbCHGfCHFXCGUbCHDEQIqJOnNUADV7p32bYQkSUe19ZQWvH2aX3Sn8zbFens0e3bz888PjBxwsi8uOf7Wjd9tijuURElPvoY9v6rwyG8eq5j9Y17d9Cns4T+gIwQ6d+2pa/zYc/QLCuPnRloGB1nvTrQsSFOeyEOc6EOaqEM4yEOWIgRESd+EqAHL8YuavzaeDK0FJ7pb8ZtqsTbdnf1NRU96ivX/FgFWDL/vnQQURnO1ql3WzB+/EXDjrTNn/7h7kAQ6d+2lb2/Z2rJV46mFcfvNLf/+qTqN2OHWEOO2GOM2GOKuEMI2GOGAgR0Se+EqDBK/2+7pX+Ztiu7rfgF2DoVM3hgce/b39uC+fVh07VbN/+5Kv0+E6p+U8QC8CCmaSfOuhXH7oyQAWPv9jU1NTU1PTi6l/41gcNIiDMYSfMcSbMUSWcYSTMEQMhIvrEVwKUt9pbBaTbvdLfDNvV/RbkApw9uv3JtrIX6yQmAsG9eu6jdU1NTU2PXXlS8u0drAL4k/4E7+q5j9Y1ib/y3NX5EtsfIXLCHHbCHGfCHFXCGUbCHDEQIqJPfCVAjl+GoSsDlL86d6m90t8M29X9FsQCDJ2q2X6YDjZJzX6Ce/UFWwxSeyAFrQBDZ9rmK5iffLWfWg9LGwgY8b8+REqYw06Yv2lhjirhDCNhjhgIEdEnvhIgyltd0PqLU0Pkvt3X7V7pb4bt6n4LUgGGTtU8+Wr+QYcm+3Be/exRh/ghuQdS8Apgf2hsampqevHxAtomNQsMxY8/dGUg0O8EhF6Yw06Y40yYo0o4w0iYIwZCRPSJ9DC0oLMP61wYZbloxKHLXt/eDNvVXY8NXwHYYE5HkgsRnB/foQC+/faD/Pv3+Q8Q8R8fIiXMYSfMcSbMUSWc91GYIwZCRHTBavAAAACQcOKsCQwAAABgaUiAAAAAIOEgAQIAAICEgwQIAAAAEg4SIAAAAEg4SIDiVm9dKcdxHFda11JXypXW9bJ3W1p6xU84bEvRUs1x1S2Lr+D4bx8KxYkFYud1+BcARB/EE4hDkR6HDyHSXEVU1bz4vZ5aAxlqe1y2/TplT63B5QLST9BcRQ6Xb67ytSwAEEaIJxCHUAMUp3q7z5NhnT50F2h5bh/VPl3uwxG9dc/WG+YPKX+61tDx+mn7c1r507W07znfHv4AIFwQTyAuRToDgxDoqTWIf+CqZvvDWfPCm4aqqoVthyc4h2NEzVXiB2sXHrgWPe+5nr+2x/F8bp/rnJ8Y8dAGEJ0QTyBOIQGKU25rpz1WWffUGhbiisMex4plFrnYhxZHGxabnCLfon+6hiyXGnU/qtABIDwQTyAeoQkMiFqe29dR1XzMXv9cVHOoqmPfcy1ELY31VHWopoiIWCXz/AE9FzpoQ3GR4znEzxU9stPg/M/z3Qt9Elm/xYqF2mv7VYs3UMeFnpD8fAAQPognECOQAAH1dp8nqq/gRBX1ROe7e53a/Vkk8sCpf4CX7gJFNe2CIAjCoQv6RWM+9OsWBzYAiEWIJxArkAABEZFrbXF7TdHSRwWifEcV1TeioyJA/EE8gViABAhYbbE4gsLpfYda5J4LHYFcxnnaDyduqsEBIOYgnkCsQAKUSBwjkON2+dO1ho59u+cnD2upts8rVr6jiuor7EGmpbqifv5E5TuqfK9eLn+61uDwiNbSuKjZPuTjbAEgqBBPIMYhAUooLAKxByfH7aKa9p5a2qe3N9mfr+1hNdblx4TmKntr/rPraqscT+TuGc+7opr2nnXPzncMeHZdj0O1eO/p1zsMOx/BAxtAzEA8gdjGCYIQ6TJALGqpdgo5AemtK9VfOCQc82UiNACIF4gnEAFIgMBPwYwxwY1+ABBrEE8g/JAAgd+CFbIQrgAA8QTCDQkQAAAAJBx0ggYAAICEgwQIAAAAEg4SIAAAAEg4SIAAAAAg4SABAgAAgISDBAgAAAASDhIgAAAASDhIgAAAACDhIAECAACAhIMECAAAABIOEiAAAABIOEiAAAAAIOEgAQIAAICEgwQIAAAAEg4SIAAAAEg48ZYAtVSXckx1S2/Yrsl5Ud0SpmIAQIJDLALwQXwlQC3VFfUd4r+KIlgSAAAAiGLxlQAREVFVsyAIgnCsPFwXLD8miHpqDUSG2p6Fd8JXDgBIbIhFAD6InwSopZrjKuqJqL7CobK3d6FNjCt1bBXrrSvluOqW3rpSxwazhY+XVtc5NaE5nKq01McGtpZqlwrolmqOK63rXdgI0aUBIBy838juA47XW7u3zkPw8rpLSjERiwCIiEiIF81Vjj9WVbMgCM1VBucfV3wgYo9HBoPj24tPsejpqafW86kcuT51OZTOXjclvrFwVUOVU1H9uDQARJD3G9ldwPF2a7vZNx8/vOxyhFgEsIT4SYAEwenWtt+sVc2LI4r9hl38r4V35nc3Vznste9aOFVzrcF91PEUdJyjzkLMEdMu+9nt557/rPRLA0AESbmR3QQc97c2CyROwWvJXYsgFgEsIX4TIHdxwSGrcdntMVy439VTa3B363s+y6Ko4xBzhEWplvNnfbg0AESQ1xtZWsBZuLXtyYahqra2uWdxOPGyy/VziEUAnsVPHyC3qnYs6vZXvmNxI5dhnX7x5zcUuxs61nOhg6hjn95xRKl+XwfR+W7pTeDlO6qI6htbiIhaGuvJsPMRh2stvrB+ncF+8qBcGgDCw9ONzDgGHO+3dlHNoSqijo76ffsq9HrWG8fe4cbLLokQiwCIKJ46QUe9hajjGnMAAByVHxN6mmvF/jgd9fsq9Pa+y152STw3YhEAxX0CZH/KmdfSWO/98+6fZfTrPNTzttf4Ejjmo467mLPowr2nX++wP4gF6dIAEA6ebmRXEm7tovKaY+2CIAg9Pc21VeQYz7zskgKxCIDiOQEqemSngai+Qhyp2VtXWlFPHh93ih7ZaaCOfbvtwz5766o5+9hQtqu+onShorm3pa7U95lVy5+uNdD5Z59188zVsW933fxI/Lrd+zrmW++CdWkACANPN7Ir77d2Cws/861eRfrF/d8rAAAgAElEQVTidQZ7E5qXXdIhFgFQHA2DFwQ3wxuWGga/uEef8zB4p5ESHs/lwEtXanE3LX6OYh0PDQYPV5Z8aQCIIO83sqSA43Bruxlx7jSCdamIgFgEsIT4rQEiovJj7T0LLeVkqGru8VpbW36sZyFnMlQ19yzMnFp+TFh0qiXP5R6rlnLzULjhUPv8pQ1VtY5XDtalASDkvNzIrrzd2kU17Z72ednlA8QiAE4QhEiXIZG0VHMV9VXNjpPSu3kLAGJNrN3IiEWQ8OK6Bija9LZUP1tPhtqnEV4AIIIQiwCIFJEuQIJoqWYLlREZajHmFAAiBbEIwA41QOGhX8cmwq9qRpM5AEQOYhGAHfoAAQAAQMJBDRAAAAAkHCRAAAAAkHCQAAEAAEDCQQIEAAAACQcJEAAAACSc+EmAWltbpX94bGzMv6vE0IERuWgiHBjgsRCXfIo/FPBXCIfj8EidIZ7ETwIEAAAAIBESIAAAAEg4SIAAAAAg4SABAgAAgISDBAgAAAASDhIgAAAASDhIgAAAACDhKCJdAICoZj3ZwDaUuyojWxIAAOkQu5aEGiAAj6wnG2QFa9lLjCYAAFEOsUsKJEAAAACQcJAAAQAAQMJBHyAAj5S7KtGODgAxB7FLCiRAAN4gdgBALELsWhKawAAAACDhIAECAACAhIMECAAAABIOEiAAAABIOEiAAAAAIOFgFFi0e2rwmnp0nIgaSoojXRYAAAQliBOoAYpqlV3dW5O0ZWmpZWmplV3dkS4OACQ6BCWIG0iAAAAAIOEgAQIAAICEgz5AUa2hpHjnuU/VNp7Q3A4AUQBBCeIGEqBo90LeyqysrEiXAgDADkEJ4gOawAAAACDhcIIgRLoMwdHa2nrnnXdGuhQAdnhETiiIPxBPEiR8xVUTmPS/2djYmH9/4Bg6MCIXTYQDAzwW4pVPX4kAv0I4HIdH6gzxBE1gAAAAkHCQAAEAAEDCQQIEAAAACQcJEAAAACQcJEAAAACQcJAAAQAAQMKJq2HwAGEjroON1QAAIIZYTzawDeWuysiWJOJQAwTgs6cGr5WlpbKXmAkBAEQ5zelGWcFa9hIzoYSFBAgAAAASDhIgAAAASDjoAwTgsxfyVu4fHWfb6AMEALHC9MgO9e9b2Db6ACEBAvAH8h4AiEXIe0RoAgMAAICEgxogAJ89NXhNPTpOqAcCgJiiOd1oVasJ9UBEhBogAF9VdnVvTdJiDDwAxBbryQZb3hqMgRchAQIAAICEgwQIAAAAEg76AAH4pqGkeOe5T9U2ntAHCABih3JXpfzESzz6AM1DAgTgsxfyVmZlZUW6FAAAvjE9siMFsWsemsAAAAAg4SABAgAAgISDBAgAAAASDhIgAAAASDhIgAAAACDhIAECAACAhIMECAAAABIOEiAAAABIOJgIMVaJS9lhQk8AiBKISxBDUAMUk6wnG9iKvljUFwCiBOISxJaQ1gCdPbr9cCsRFTz+Yt2juZL2untz6FTNk6/2ExHRtoNN+7eEssgAECcQfwDAm9DVAA2dqjlMB5uamppeLGt78uhZCXvdvnn26JNtZS82NTU1Nb34+MDhmlNDISsyAMQJxB8AWELoEqDBK/3bDFuIiHLvKyto7Ti79F53b57taN32mP1ZLPfRx7b1XxkMWZFjh3JXJd9/kb3Q1g7gAvEnAhCXILaErAls6MpAweqdbDt3dT61XRmiLble95K7N7fsb1qocz7b0Sp+goiotbXV8ZpjY2PSC+jTh6PxwK+Ui7vDd1EcKPlYLBcfSVEff/z4fGwcHuK4hMMDPFziGRIkfIUsARq80k+rfdvr/RAaOlVzeODxF/c7NOZv27ZN3G5tbZX+NxsbG/PvDxxDB0bkoolwYIDHQjhEd/yhgL9COByHR+oM8URSE1hvXSnnorSu19sxeasLfN3r7ZCzR7c/2Vbmri8jAMQ1xB8ACAXvCVBLNcdxHLebTgguTtBub4Eod3W+2Fw+dGWA8lfnLrXX0yFDp2q2H6aDTYg+AIkE8QcAQshLAtRSzTXuEARBENprilx3F9W0C4IgCIcu6Ktb3Byet7qg9Renhoho6EzbfOdC73vdvTl0qubJV/MjN/rUerKBvSJzeYAEhfizSGVXN3tFuBwAccRLH6DyY0K5571Lfiz30bqDV7Y/uf1VNqnGFiIWTa481rR/i9u97t4cOtPWT9R/eLvY2zCcU3Gweb3EbYxrAAgXxJ8FlV3dZWmp4nZDSXG4SwAQj0I6EeKW/U1N+x3fyH20rsnzXndv5j5a1/Ro6EoIAPEK8QcAvPHeB0jsfVha17uoK+ISPRABAAKF+AMAIeQtAWqp1u/b0CwIgtCz83U9p99HtT32HoiHLugTIQZhXi8v0CkBQgrxR9RQUtw2McleaP+SDj04wTtvnaAb66lqRzkRUVHNoSoy1J4QOyOW76jq2Pecu76H8Ua5q5K9Il2Q6MI6JbAXciAIAcSfRRpKitkr0gWJGViZFZYkdSkM/TpDx4WekBYFAMAtxB8ACDpvo8B2VFHFs3VPl9cUsUGnDvtaGuupqlnKIA2IdWIFD54+IYwQf0ASsXYH9fTgK281QOXHhOYN+5wb23vrSjmugpqFY4g/8c9TUxc6JUCoIf7Akry0c6EHJyxpiWHw5ccEwemtopp2oSZk5YHYkDjVQni+jCDEH/Ab7lz8BpYU0nmAwE+WI8+wDdWBH0W2JG4lzrRsmAkTgCns/IBt9G3dHNmSSIE7F78BKaR1gna7GiHndgZ6cKOyq/upwWsSR0tZjjzD5Reyl5gJRQqauiDyEH+CyqdwxBR2flCapmMvMROKBmjngkBIqQHqrdu9r6MKje5+YvUlU1NTKSkpsVhfEnMFhviC+BNMsR6OXCHvAb9JSYB6LnRQ1SFEH7BrKClOkD5Ayl2VaEePNMQf8BnuXPwGpJCSAOnXGehCyEsCdqoDP1rUB2hsLLLlcSu+8x5HiB2RhvgTeX1bNzv2ARqLyqDkBHcufgNLkpIAFdUcquIqqnegDtovrL7EbDarbbzEvCE6+z4DRALiTzD5EY6YmOj7DOATaaPA9OsMtK+Cq1/8LprlpWooKR4bG8vKygrpVVDhCfEJ8SeowhOORAnSXA6xSGonaKrtEcSVeCD6YNAjxCnEnxiWOFNmQCySMgy+50IHbShG9AGA8EP8AYCQQCfoGIa6ZUgAiD8xBnEJYoW0TtAnakv11S1ocY8mznXLGPQI8QnxJ5a4tnkhH4KoJSUBaqnW7+sgQifEKIe8B+IR4k9sQ94DUUtKAlR+TBCOhbwkEFpBeQ4LViUTKqtAMsSf+BesgBD02iZEqviGxVBjlU91y0EZixGsgWYYsAYQr/xo8wpWQAj6iDNEqrjnJQFqqeYaJUw+JvFjEHwRqVs+PnydiIonJx8I/7UhgSD+xKrItnnZ3j9LRLxKQ2h6g6V4SYDKjwlUzXEVHhrbe+tK9fs6iAy1Pe2IPoFwrWWN2nrX48PX9VoNEeUolYE8Y9ne62QbXFZ20AoHcQXxJ2LcVuHERF9m2/tnucxsIuL44NTZIFLFN+9NYPbW9xYWhxYz1PYIAibnCJRrLavTO/QVj+Fdep4UlLEYyl2VxfXP5yiVRNT28HaamPTvPADSIP5EgNuGJKc3j2ZneDrcj4e3YC3b2VBS/K1L/RxPRHRCRbzfJ4KEIakPEHohRtBTg9fUo+Pkkrj42j4dlOe2l8oeEuNgIOT3bGUbfP/FwM8G8Q3xJ9oEKyiJglXV/cqtEdkyXVBOxSBSxTcpM0FDxOxJz9mapC1LSy1LSxWrcCKooaS4bWKSvaK5JhwAQqR9whhVQcmRclcl33+RvaKt/wBEIU4QBAkfa6nmKqhZOFbeUs1V1BNF4SQcra2td955Z6RL4Q/N6Ua2YXpkh9M7ezdt2ZqkZdudM7Mv5K10PMqWt4Ztywcvi8fGBNcfOWo9NXiNbTj+8qUI22KTCQDxJ6zcfufFN4koLoOSWzEUqZwEWPIECV+SEiAx/PTWler3bWgWjunrSvUXDkVVCGptbd22bZvED/u9GHJID3RtCK/s6v6CXJaSkkJErpUuSzacixf1tQNQdP5+wn+gY9cHx99/OBfThviLPxTwVyg8h7uNMAEGJder+9oBKCZ+dZE93LEt0qkyDLHLkaSZoBvrqaq5nKj39OsdVHWonIiKN9C+xpZj5VEUgWKTePMTkWvzeUNJ8c5zn6ptPLnLXSTGCyzIDF71Rl864QjxJ3wcn5Q8degJSlASYa4d8JnbiOVXGPNpIsSeCx1k2Kn35ZB4Fvi4Kseb39b6Fs1vO3ohbyUSdnAVtXMlhAzij3tBnEbZ8UnpuOdPIihBgIIfvopq2qV051lMSido/ToDne/upZbGejLsfKSI7A9lOxL58YsFi6jqCfh2/fPsFemCeGQ92cBekS6IVFHb6Zulzuzl7++zpZrjOI7jSp+zr7XeW1daWl1dynFcdQv7J2dX3eJ6VHV1aWldbxB+lqUg/ngTjG9CaBV2fsBekS6ID2IuUjmJ8s7gQfnSNlYvjk69daWOgUoaqavBv67Xc0RU1VxTRC3VXMV5TD8WTGy6LVvrW1x+IfmVFL9d/7yQXyhuP1D1XXFXlCzIzL707Ce1HHlGdeBHkSqJT6Iq7wmiluqK87U9gv1+pir2bkc9NQtCORG1VOtf39kjtBexumX7YuxOR9WGo6SIPxHwRNtblJoaSERiCjs/KE3Tidt9Wzc7fSBYkwAFUYxGKidR8ssMmfrz63oEoYhaqrln654ur/FvTjBpTWBFNe1Cjfiv8mOSRo7BkpS7Ki1HnqHpKVIo5F/9Orl0WPNJ+4SRbdzvsitK/i9ue6+TTagqoL0/wloa66sOsYkEy5+uNdTbK4EW6lXKjwnzGUZR8Qa64O6o3WEqLOJPWDSUFLN6mp++33b/PfcSERWsDbwKQYxLnkRhHECkinpVh1jOo19n6LjQQxTKBAhcBKVaxXqyQb7tIXaz2d7rFCfd8sOoxfrNSz1s+zNNst/n8Y49q3VMTr5U9hBFTV6VgAJ9bu7tPk80Pzp2IcFxIg46J6rawY4yrHvaj+JCyASxBqWyq/vAmlwiWt+VdHz4+t4VywMv3qjVqpHZO1qY+JBPzizG5OMfn2UbyF2iUPRU+3npAzTf2O+Rz+1tcaahpJi9Il0QIqJsldLEC+yVrVKG4hKsZvgVbYqQX/iDzj/62vlJuauSpozC2KgwNhpIqgeMclcle/lzcFHxhoV/9Hafd/1ESzXHNe4QBEEQemoN4lEdF3r8uZ4fEH+kCuibEGLZSqWJ59krWxmSuCQS+2Uaerq+net/FxNEqjCIki+t98VQMQG9M09zwHvBsgSz2fy6h3ET8nu22t7rpCmj37XN1pMNwtTUzfQMWX4BEXEDfX6cxCd/k507MjwyYrH6dJTqwI9YPIrOrnmJpHxHVYW96bzluX0d832ARL3d5+0jzpnz3b1UXuR8VCj7ACH+eKM53WhVq8n3B+glwxERtT28/fbf/ZqfnfLj/E7XGrVas5VK1g1oybaw4LKvYzrlz0URqRIEmsB8UNnV3WexKHiBJE+oI44snZqacj1ErAnksrKVf/Xf/SsVq5gxjI2eSNYJg4NcZtae1CAs1+XFjxXa0snRXq2GfJ9YCNEkSpQf6+ku1XP7iAxVVQaX3UU1J2pL9RxHxD5gb2YvP9bcyOm5fURVtbUGNxVHEAbWkw22vDXfVqUQkfDGm6999WGJB3oPR47N+lUOoyj8w67VM2sasVjfGL+1VqsRe0OHwXfOdXLZAXXiQaRKBNISoN66Uv2+Dud3o242+lBrnzDerVGp1WoK0tNMZVc3bdpCwehMI79n6+73OmnKyCVpQnTrsnRtD9GvOGVL4e00a9q7IqcNa8LHKseuxayqZdFEGot7Hot1MfMVM711pfoNh8KzHDvij4sqmXqbjIhIsJiCOLup2HWGgnTCvStyjg+PkIX0Wk2oewssJHD6kv924ZzAERHJ79mKdUzjjeOUP+K2X/MASUmAeut276PaHqGG5qdaZHPTJ270Kfrs4+sq7dv1z0vvC/yLWxPj/KL6ksqu7p5Zk7gdlBwo1BW27OTLu7ofDcaa8BBrHDMRQ7hGoiP+ePSKjQStbnTC6OuADNdwRKwlfWxU3A5WJGGPSeHpKylexfpxoczdvLIAjqRMhNhzoYM2FBexnpPnu3uJyo81V9U/G5ZZ0KJJaZquz2JZ/smHvcm6Sa1WSl9gNpPekctDRHRgTa7jh9snjHqthr1YfZJ/s285znm1d9OWyq7uUE/MGLXTA0KIFdW0C/Pa/Zx5w2eIP86UuyplM9Mvz5jWzhiL8/KMNlvPrEnKpKxewhERCQN9XFY2ewkDfRTYfICOUYKIwhCXHEX5TIAQJXzrA7RoyH0Ag+9jFFsE51raMi5Z99/Gr5NWI/Goyq7uLqPx+PAIEek9HBXImjjsw+Fc8wt5D4RfgscfR/97y7339l7iVEqaNa2VFogYieGIgrFKF4sSkVqLEHkPLElKDVD5jiqqb2wh9ghW39jCxogY1iXgqjwv5K185dbICZVvR7VPGAtVKlbZ0zg2zh6GStN0PbMm9gpn90CAmIL4415pmm7vipy9K3J8PdAxHH3j35vFOh4uv5CN/RbGRrn5aeUB4pikGqDyYz21pfrSup72mmPNVVwFV09kqO0JVxV4lBH7Andcv/rjsodIQjNQaZquy2hU8MLFWdP65CT2PNQ2MSk+fjWUFFvF7ocA4ADxxy2xzy8LI6ylSUr9ihiODnb+cXj1bbIVy2m+jsdxerrYXQkLQCKJTWALI0ISYXYOiT0KDampD3j+gNNJHktPS0lJYdXOIsfz25fFICIix9VnpM88FCVrfnkRJbN/QqxJrPgjkn47L/kBp1uPhaMirWZ48cccb0xPEYl8nA4t+uOSK0SqBIF5gJy5bbEWb+Cj2RmuTeOut7fjSdhygP9rbLzMxo9YrGyyeSfWkw3CQB+l6NjEo2KLe2VX99YkbUpKCrlrPne9btjiix8RLT6WGAQIjyUDkfcPOA3vEkPW2/XPU9lDLBzdbrV6Wu/CU0Qi34MSRSjv8TuJQaRKHFISIIcVgRaJyXk4XCdCdXufsKoaNtOx43j1pwavveZyQi9d/I4Pj+SolGVpqV+Qyz6y8X1bN7sGCPv9Njbq04pgkepaGMilscQg+C6u4g/NBxyN2Uy7nxDfdJs3iBXG+vlJRx0DEZuQzNGSN+bx4ev3KxfC0QNV33Ub/fyLSFIKEDYB9uBGpEoQUhIg11rnlmru2XU9sRd9XCdCdZvsH+y/rJPLiShHpazs6m6fMIqdlNtu3hLPtttCQnrOmQljmS+T4rgGBWGgzzY2SjdGKSs7sJ8vHNgvpGfW5EfvS0YY6COzSfBrinpIPPETf8jhf8y2qSnHit6ytNSyN5uI6O22tx6o+i4tnmqVPYk5BaIyhwSofcLIbkyfYhF5rh05Pnz9ftPsyOTkfT6dLjqw6itbwCt5IVLFPSmjwFyVH2vesG93nMzD0d3WOnprfPTWOJlNb9c/3z5hNNpsXj7PZph4/Kax9OboxZyVRpvtYP9lp8+Ic2CMWKzeEwXryQZK0XFZ2dzt64TPLzitCNZQUtw5Myt9xh02vix0821UdnX/oPOPdR+2/+P7bU79mZZkX2Lw8wtExN2+jlJ06GUJfomr+MOsbHzdNDpiGh3Jmbz1dv3zbBUt74eIQebI5aEDa3INPV3fvNTzuw8/cP2kOClO8fWrbQ9vX7IwHZOTeq3m+sYvFk0bR2+NO02l42tQotDHJUffeuPNb+eu3XPHXaz6yo8zIFIljgD6AMXFPBwdk5NfMBoFm5WI2nTpd41ez5lfSv3lTzon52ypCjmVPfTGuL3iZ1uylthEZF3dJ2ZNeq1mxGK9arH8j4sDO7Iy3DZ7LzS63XWn2zLYF0MlIrXGtb35hbyVWVlZYvhw7O7jVG3uvf45KP0Qn2h763p+oY7onQnj9zr+8NsvV/h0NtWBH1mOPEMpOrbMMqaoB//FRfxh2ieMR8ZHWtMyiGiOp6+PXi9LSxVjDhGxZKg0TecUiMQb3/b+WS4z+/rkZB8ny/jXk643JstgHiB6aalwREQvlT30g84/EtFkesaPv/pN13tcelAiCe1iQexxXNnVfb/FxOl0lJ29e5RemerzbyJERKoE4WcC1NJYT4bamJuHo6Gk+FtvvElEvM32y0cqiOilsofqTzxvUaqIaEapEowTRFSapqv4/el3VuQabbbDBbdR21s9d5exM7w7M/t2/fNExK8popyVjWPjGplMyXHrk5O8XJSIxsbGvBSMVdV6us08RRCfVqQPbtt8aZqOu6n04zxcPqaoh0DFaPwhh6FVKp5X/sA+xqo0TTdts8mJIyKSCTfn5ohorVZzbmp6lUpFROuTk1hiIc55KB+6Yv2Pc3vSc2S3FbRPGA1E13s/v1PGzaSkrU9O+q3nAkgJR0S0UFHkYbG/wIMSE/h0i57IMrO5/EK/T4hIlQj87gQdk/NwWE82vDw2SkRzc3Nv1/e/VPbQfz39axvHyeesJo02b3Z6RJvMVu9TclyOSnlgRR47kDVjHR8eKRgZfmdZNhE9aJ757cQkp1AQ0frkpIuzJqc5VZ3qex27XTtymnvDpx/H8WHLS9ecwHvtiAypqa/Md8P0b835QH5eSEjxE39ovsmbiIS5OcuRZ9h8g425+i+nZ+unJpPk8lne9l5GNhHtXZHzPy4OsAppcdVhdgvb3j/7J5uwW5N6//goZzGV3b3lzct9xmXZGhn3j6NDOVcH3V+XiIj2btpCnsMRE+DAdadjWfARC+9UqqB01nEkv3uL7f2zRCSoAloWGpEqEfjXCTpWCQN9z63IIyKzTdg71P94879+mrNi881RFS9oZ2fWp2fsKVovn5jUazXfyMpk84PZ3ussujWe82ZT28PbL86a7uK4HJXyX5JSp2y2lz/unJXJZBw9eZfBqQZIfDxiHWX2rsgRu127lordXZYjz9gfDaWNunQaac9W9jk+PHLk8lBpms6p/rln1qTXao4Pj/iRAzmGM+Wuyj0BB4WojSYJFO9659cVFTeCeM7AT7VI/MQfYv1qp6eISDZnJY1WGBv9Wt7a7/V17d147323bghEPxkdrCrZvGNikoh2ZGWI9zjrE80eY4SxUVq+ipPLH+z9jMzmAzKFSaNNn51+6cJHRDTkMomzWMtyfPj6Dzr/2Pbwdi/hiGkoKWbhyPJbqRGJcaoZIqIDa3JZGDxyeahv62anUvkx1syJ421rT930JUT0WsD13DERBxIoaomCF2oSYh4g8SvSqlAVEQnTU9c52QVt8grb3F/0/sdHaZkPjI8QkWni5jeHB7+fV1CaprPXVE9PkUKx4qtfbx6+fvvvfm0q2fy3Vwf+8+2bdAJfMDn5d/oNwxotEX3xxsiHlNP5xY1LlsTTLB3CZ59Qcgp7HHSdeUL6A5mnhZf3rsg52H/ZxPNOMUhKgZ0qugO/zaLzjg1dVXyIxNzkcolsoRftxE1KW8ZyIJqd4bKyJ1Wal5bnfWXixu8zsoloW3pmvlIpDvhiC5eOWq3/tDafiNgTztbU9J+PXX3/xo1U08x5ddLB3s/+qmDdh9mrVjyw6v6piZc/6ZT4lfByJw49e6g3ZyURGVJT3c6F41MtEXvuanPXmmbvAXn9mq31LT/W33C9bYN1O0RnmHISc1FLFCXhy0sC5Gn6DVFszMNhPdkw8/GH9n9k5tw70EMcZyF6Pz1r9dREqtWSZTYZ5Yr30zJKpia61Nqfvt9mFYShX7+anZ7Bxmfdam68S5uSYTZlb9xasW4zz9umSHYzbZlFJl9jmlXLuGG1JlupXLIk7RNGcRZE8fHL/hj0+QVK0QkDfZ5CgNtvifRxWMeHR76akc4eHwPvAxTIdzd279ioElinrpZq/b4OogqOmnvWEVHj/K1uv6V760p3X9hA9fUdVc09654VH7YcH7wWwgM7yOGcwQkLcRJ/iMh6smHu3PtsW85xdGucOI4EgViF0MaccaWqTaUhIuJ5FQnDMzNypfJXozfYZByHC9YcHx5hQ02NNpuS47gU3XfkCk6ZZJbJD/Z+VnX7vVtvjnFK5ahCeUuh/P7dZa95LMuCJ9rekm36glhCxzuxsqu7lpPlKJVE1OF5JLynb53T9EWSLF/pOuNiIAJMXxCmQiqofVJbnKKXT7wMgy8/Jtj11BqIqpoFUXMVUVVzbESfmY8/vK7WsFfZ2LBJqZrm5BMKFSfw/ZqkWbk8fc6aZJvbcmtMyfMZ/NyW0eGPs1dcVahoykjXBmfPnzPKlQfXfXH/hrtzh4csPG+Tyc1yhUkmn+W4Pm1St1o76jIjmThCla042DYx+b/GxsldyiIM9Nne6ySLWXxnT9H6ws4PCjs/kD5qtDRNd/vvfs1eTl8mVpIRi/VXozcuzppcR+z7is3Gxl7hGdcKwVZ+rKfWsBAv6s+v62G3df2z82PLO+rpkCB4DCgt1RXUbA8O5yuqW1zOGYxCxkX8IaK5c+9PyxXsxQsCyeWkUPLE8UTGKWPO9KRcEFKtluPnzhz/5Ow/f/KunCN+zqqTy008b+L5g/2Xz01Nm3ieiJQcZ+L5XyelvpWS3pusu5yU/Dcld62enX4ra8UnybpBtaY/2c2yyuIw+D2zUz/e+qBDOLru+mHWZfBDzaI2fevJBtZG7+uA8IaS4iOXh9jLdWAaKxVdv0Y3Rm1v/Jt/o9ZdWU82iKu6YgR7fGuprjhfy8IXVZT6PDWGpE7Qz+3rqGpudwg35ceaq7iK6h0x8gTm6OWVa2wcR0Rbbt7YOHmT57gc8ywRKXn+33JyHxy5xj6WNTtzJiunaHY20zz7g3Xry69dfnPl6rWTE+1pGUlEViKzXE48LxMEgeiWXGl1mbTD8W6v7NDP/m4AACAASURBVOr+66yM16dmnDriiJMAUVa28OlHJJPvVmj7CotLtRoiYhnG0eyMJX8o/lL/z0vsD3MGl+eVhpJiXVvnXSnJ7J+NY+PSf12uFd3f+PfmbJWSiF4qe8hxrrZY52ufxyipwg2GqkOsP7F+nWFhbHnVjiXu7fPdvVReREU17UJoixdX8YfhrRae426otBqb9UNdOkf0j/9xrn2ZfR7UFz95t3rjvUQ0zfMqjiOe/9KtG30K5YhKY1Iq5RxnEYQZuXzFnDXZYjmzLNNGZJbJbTyvFIRpoqbkNNcrLkwtNh+OcpRKQas5PnzdcTUMscvgqxXffLz5X79omkkVeK7odnF9eHtK8RWpv/jKrm5xYhHXZ337TadQUGY2EdGU0ddZB11v28qubptCyxWtf+XWCLE6tvjlX0/tmGjdk6alsb7qkFBERFS+o6ri2dO9NT4NjghpH6CzR7cfbiWigsdfrHvUZQUst3ulv+mnv+s+LyNBRnRqxeo0q/UPmTl/dmPEIpOlzVkLZqfVtrk/Lcuqz151Rq3NMZuUmSuOf3KWiDjeds/46KBCxRHNECURWYg4lgYREZFGJluyKo+NL/tseob1U2ZvLkwCpEtTHfiRvKubZk0ssTDabF7qkNsnjOJUaZ+oklre+xMRZVvMu4vWn3DJgbKVSjaZLNv26Tfm+ENZjjxzG3EpCvk7+nVPtL3VvtHnfovRPLZCenmeGrz2lRz7/64iMuV/pBeYLD/W012q5/YRERlqe9qjckRWNMYfIrLabHIihSB0pmXUr1l7Va1lQUROgo04IrIRWYlYlY9VEDbfGPksKfm/Dg2czlmVZrS+m5HNEXFEfckpG+ZuEpGcaFKp4olMcjkRZUqIRUTU9vD2sjeb9EOXbV1Kp5Z3FqmqSx9iwynYDWvPJMwm7xPWO8alz6ZnHHc5/XNBZjaxvMds4m5f573Yrhxv28LOD3JUSl6T9G2LaU96DsuB/BDNYcqJr8XTnG6U3WH/JUeqdS9o4au3+zzRDvs/9OsMPp9AykzQ5U/XGuorqlsW3mmprqg31D7t9Slg6FTNYTrY1NTU9GJZ25NHz0rYK/1NH6T95Ohys4m9xlRqG8dZOdk76VkD2uQPU5cVTU9NKhTDao2Zk901cTPTYt67cYtmzlo6Plo6PnrfzRuPf8FARHKez5ydPnVbkVYuJ54XeJ7jeZLJiEhOJCcy8bxTdYinyU/XJyexEVviLvk9W+X3bBVj0LmpaaPNZrTZdHK5lyqWUatVI5NpZDKrIAgkfKpbNkqy95NTv933uaxgrVPFrxiSxMTLD6y+aiYjszdJd/fnn03O2fw7m3JXJXv5XRIgooaSYvaKzOWLatrt7VGhnpQ5tuMPEWmP1CXb5tjLwnFznGxUqT6TnnlVrZ1QKBUksInnbcTJSEi1WbPNpiKzaXpujogEoq+NDT80OvxKXuGoSjMtl9uIkmQyTqHgietOStk4bZxWqYko02rxFIuIyHqygb2c3m++c7N820OuEWPvihzHwaR0bZDMJjKbSK3xXqfiGJdmeH6G56d5Xkzm3Dea3xi1b2QGtBYQq23SazV6hfxlhUYwmcSKKz8gTIVUcMJXUfGGhX/0XOjw+QSSlsIoqmkXmqmCE1VQs7DUQ9/glf5thi1ERLn3lRW0dpxdeq/0N32T9pOj7EVEE0rl+dR0jqj6cu837v5Sqs06plIXTk9dV2tsHJll8uHf/2ZCqTqRV0hEMuJlPP9K10ftGcvfzlyhkcnmBEEmk83IZIJMxmr+eSLepVrFvrhPWipLdMTJ451WxhBbwR2nKxXb/o02SRmGVRCION3MtJa3JVmtvFrl1LRf2dX9T2vzWVLVODbu0ygwV4bU1FSFXCPjUhXy2G/9gaUUFW+g8929RES9p1+3R5iWas735nb/ixDj8YeItEfq2IuI3k/LSJ2zvnib/s9uDI+otSobLyeqvvPe0pujhptjW2/e+FNmzrLZhcqSOYEnojtmpp7v/iR/doYj0shkGhl3JVl3MyklxWr58vWrKXPWMbXGbSyi+S697GU92bAQjlxWgxc7LzoPJlWpaW6O5ubIbJKYUlgFQSBiQdLb0kJElJltz66mjEFJOGS3FXBKJafRcFnZyGDiWvkOseNiS2O9YecjPlZFS24C83UyjqErAwWrd7Lt3NX51HZliLbket1Lkt+cP09ra6vjNZec3pTZOHnz5bzCtTNGgaPH77pvTKm+bXb6v1y9dO+tG6tMM5NK1UrT7JRC2Z2sK5yZkhFZ5uZ+/knn71ataVmey+7kfVcvfS5X3FKq3k/LmJPLtRw3OWf9s5RksQBms3lqakrcHhsbeyFvJRE95fL+Qmv62Bh78zalvFClJaI+i8VsNhPR1ImX3p2ZJaJ/vu9Bdh4iEgTByJ4ReZ4jendZVv7s1IRcUXVrrM86ZzabJ8bG2O+EFeZvszOIqHNmVuJvyfVjGrPZVrJB+em5e4g4iyX7m//Z7akknj+mD3whb+VTg9fEbbfnyfI80VzkFT2y07BPHAXmVfnTtc/q9dw+IkNtbRVdICIqP9bcyNlbwKiqWagpcjxnKLrmxEv8YbmJUuD/8lLvkCaJjQWzEdk4bu/GLavMs8vN5t2DfWK3Ko7oYpJuucU0MqddZZzYYePfWJEnCPyUjd892H8nb3s1Z9UQkdY2d9/45AcZ2QqXWETszp0PO3KzeWI+HGnU6qnF7xOR2OlQPIPGbJalLeOXZRCR7OY47zkoEZGJ5608T0QCEUekJLISCURqjtQcZw96i09uK7E/xssHL0/6G52IyGw270xJ+sWtCSIaS045XVw4Qfa4KuVw6WL6cHpkB51uZJumR3a4/f1QlIcvBw6haD4Q+SJkfYAGr/TTat/2Sn9z3rZt28Tt1tbWJf9m4gioX61a850rFy0yeWd61m2zU8NqzS9zb8szzbRl5JSPXC0bH23PyOlYltWbrPvlp2d5lXpcLj94zwNKqzWFo29c6j2nSRrSJKl4m+Hm2Edpy6aVqj/PzHR8YFKPjqekpNi3bXxWVtbY2FhWVtbrWVliJbDbtXjUo+NVOdlssNg4T+/fdefUiZd+mZ6pX6khomc+OrNf/SC7UI7q0hWzfewYL5fff3NMSXT3zZHp2wrXjY+kVH03hYhd1LUw3n9LNH+g87u7n7CebKAVK4lIuatSK/1ACWLoQHasl6WUYkFRTbtQQ0RE5YLje4s3nD5KRPMb7hKSRR+MsKiMP0REP6mlI/9ARPfeuvFeeoZFLjfL5fL5OpIRteYb14c4ErItJpLJVBxnFYRXVxc+cGus6vLFq7q0v9y4hS2OkSKzKWXczzJWfHF8zJiapuCF87q0L46Pfpq1vDwzw6lq1qpWy+YjAK9Wp8yHI/sdTUREyt1PpHgoslWtlt13v72romlWtfsJ8hCUKru6N+tSPjDak6okmYyISBCsgsBxMp1czu4ax1vPtWxL/go93bksupbodOS1Z0kgN36sH87OkLL7Cbbt6S8e7RYFqIAmSl1iHiBqFo6Ve5qQw+uQ17zVBV4u63av9Df9tebvfzrxt/vlgnCw5zMLJ1PxtjlONqrSjKloRK1dZ5y4Y2qy8q77rqs10zLZrEqdYzGP6NJS5fJP1UmjVus0z88Q2QRSCvyISr311o2SqYnsOct7WStcB5976uTl9s5kU8IT0fH8wr2btrC+z95nVhy1WjfrUohIuDH2oUpz+otbO3i6b9You63AbWFYt4BA+gBR1PcHhDgSh/GH+fKBHw7+8Oksq4Un7oEb13+zYjUR8RwnI5ojrjl7VXP2qh9//vG/rVhtEQQiUvB8b7IuRS5/fdtXdeO3Rq1W1qXGZp0jgWbk8mtq7YM3rt9SKm+fNq69o8Q1wnjp0uvpjhY7PrMGL77/IpeVTUTKv/rv3n+6i7MmFpc+m56xCsJdKckXZ006uXxRj6LFBWBTTpPkSfC9QKM8+MRLAlR+TBDEDZ8zrNzV+f0dg0S5RDR0ZYDyDblL7pX+pv/SfnLUdGDhMfVO4y2zTKa12T7Tpenm5qYUipc/7vzK1j+703hLIQgjGu2PVhcdvdr/s9z8aZ5nNbrdyboxlTrHYlYIwqxMflnjfhlUN6vBe8jc2awV4ijT4x+flZJnLAzs0qXlTU8JVtN9RK7ZD81P7JGjUrLuR0GZCFFMpxBxIDTiM/4wef/wnBiFUmxzRJQyZx1Wa9U8b1QoCmemfnD7JuJ5kskUPC8Q3ZIr/rbwjp+0vvHGpq0sEC2Ty367crWN569ptGunp6ycLN1q0c3N3fRwRTGkLBmOSJyd9b1OLr9QXA5d4sPPWq2GxSWNTJYtl49YrF6yH/uDX4ouuLMgksMjZSDroULck9QJ2i95qwtaf3FqiIiGzrTN9yP0vlf6mwHRHKl7cHyEiB4aGx5ISh7SJPUlpfzmgzaBI46ETIvluQsfGRXKGbmCJ1Lw/JNrim+fNibLZBkKhY2oMz2zZGqiZGqiYGbqldWF3ck6/bTHsVrivBp9Fkth5wduPyMM9NG1QeGzT9gduyc9x3H4mOmRHXtmp7iBPm6g78dbHxTjSGmaLkelZC8uOeWBjZse2LjJcXCZYwGMNtuIxRr4LIg0PxFiaZquNE2HuRAhWkVv/GGmvvdDIvqXT86mzM1NyRVjKrWC54nIJJOPqjRGhf3RVC4IOt5mIi5FLv9/V+UTEQtEJl7QGyc4ou5k3VWNdlit3T3Yb1Eo+Ev9Xi4qJRzZP3ltdE927m6FvaFbGOhzHETmKSg1lBSPWKwsKB0uWENEB9bkOg16FdlnW07R0ZQxiLMgksMjJUvgMBcieCKxD5BrdfSSU77mPlp38Mr2J7e/yubP2EJENHSq5skrjzXt3+J2rw9vBmrqez9MrfvHE+c6//LOe4iI57jS8VEZkYrnZSRsMt56YPw6J9CUQjmqUqcI/Oop+8Q8cp7fM9S/zGL+JDX9Y106Ed2SK84ss/fs8bRghV6rMZs5BS+41r5YTzaQ2UQqNak1ZDbtKbijzGKSp6WSQ1WNclflSy7ho6Gk+O3659n2S2UPeflhjw+P6OTyHJWSLPbC+PtrIyJqnzCydCrA1jQAyeIt/jBfPvDDfz/yDxfe/t36Lz2SbTH1JaWYZPI5mcyoUJhk9gnG5jhugpNzRLrZWa1CzpbCIKJU82x3Surq2Zkxpcoq465qtM05q3qTdXKlykssoqXCEbNboS2TkTBtJI1mT3buK+91UoqOLQ0hVtK4DUpE9PnAhY7JSSJ6qewhSSHixigb/c5lZQdr0kJhoI/MJmHK6PcYeEgQkhKgluqK+qpmoZx6656tp6pm4Zi+rlRf3bLUaI8t+5ua9ju+kftoXZPnvb69GSjVPzynIjrb+cEbb5ySCYKcyMzJtDw/rlQtN5teuK2YiBQ8f/UPv318031Jclm2UnnFbLYRaebmzqek9WuTK0aufr+v6xt3f8nE8wEts8XmAZueIt5Gcrn8bucgyypdxG1xEbH755fyoba3Pv/af/JyhdI0HUtcyLJE1yLvKru6jTYb64LAmtX8PhWARHEZf5gvH/ghEX1+5Jnda/RFM1MnV67JsFqIaLnF1K9NpvnO0QKRxTb3XvIy1gN61GrlBFJyZJbL7p4Yv5ickmM2zclkv33/T8/dsaln2bIAl/zjUnTC+ChpNDRlpIxsmjLKtzk/YnkKSrKCtfcTEZHh47N7N0nIF1n0Mwc0Z48j+yPl3ByRibWvBX5OiFdSmsBaGuvZxPi9p1/vYFtFxRuovrFl6WOjXd/WzcX/8ydnlmXZiBQCb+ZkUwrFtzdtfXyw/9tX+iqHBr5295ee/48PO5NSjTabnONUREm8LUng5QKdzsn9p8I7eJmMiC7OmtwuTcrqhFmds+MMQE64/EJu/UZamce5u13bJ4xsTTG9VuN2akRDaqr72TvmC/DG+C2jzbZWqwmw2qZ9wvjVjPRspdLE81fMZr1Wgz5AEGLxHH8Y1YEf/fKxx37+ydnbZmd0c3MyIpb9iFJsNp64//NRxyWz2WizaWSyTbPTfz48aJHJeY6zcdyQJumzlLQfFm88syzbUywiyeGIiGS3FcpuK5St38Sl6NzmJUsGJfIyqxARzc+CRtevkdlEmdmsG1DghIE+7vZ1lJxCc3M0cRNTAYEXPg2D77nQQYad+lCVJXIq931v6EcHNLY5noQJtdbCyUbVmhyzSS7wRKS0WP75/LubC/Q6uXzAbG5bli0QyQQh12xaMztDRDYinVzuKRD0bd1c2dVtNnOuUcDeOD2/Ag6XX/jaVx/2b45wLx9mnXWkn2pJLItqnzD6l/1E7RzzUVswIKI4jj9M8pG6sbZO69wcEaXytkmFkog4ojuNty4lpSTZrH9clnXik86/u+cBIjqzLCtzZvqGQtmblGLlZEXTUxaZrGRq4q2sFbmeYxF5DUc030VadltB23xfote++jAFcGssGSLkX/tz1vvH1vpW4KPARPYxJQN9ft/LsRINYqWc0UlKAqRfZ6DXu3uJGuvJUPtIEdkfyppjdCVCt3KfOcK+STOTk2cys79zqVcuCETUk6RTCsJfrr971fDg2WXZKiL+toIn235/bM3a22anX11tfzYy2mysa7DbkzeUFLvO32DvA0hkGxulKaM4WsE1ZDhmMI6XsLW+RdKGOYhPe20TkxJ+GR55Kol04k9NkVuJxq2oLVjCS4j4wxjLtrIUpH3CqLTZbszNZVotI2pNtsX0UWoGR/Qvq9feNJuJ6Nfn391sMfUabxxLzTyTmnFVo3149FrT8jwbx3mPReQhHNF8F2kiOj48MpKe5Th0y/V2cBsK/BvTzup++P6LEj/vHev4LG77d5JYiQaxUs6oJSUBKqo5Ufu6Xs8RUVVzTRG1VHMV52t72uMt/rBvz0td3a2df/zy2hKV2cQJQtfbp3dvuq/01li+aXbDzNQruQUjFmv1F+6zCML76ZkrLGYiGlWp12o1e1fkuE0v2GgLnrcNuEQc23uddG2QZHJSKNgs9W6/wa6zCtm/9wVraT5wfOuNN9kH2BNbiDSUFJ/6/2rZ9qN/tS90F4oeeMCKtESJP4w4o2BZWurB/ssKC8cJ3IRC9bWRq++mZ6yfnfqTWpOhUBzNLfxRknL5Jx++cm2wUr8xzWa1KhTGpOScOeuatFRPsYi8hiMiOj48cm5qWslxGplMXMbHUzld66qtJxvE3kIsmoV/yow96TmCQktEJ+ZmE/meReCSQloT2OIpXsUJOuJV28Pb//3Nppyrg5ppo8BxchLYIjs2gVLkMiL6/z85Wzgz9df6O3uTdXKOvmgxjVjUbquUCzs/YI9HZrO5sPMDx3W47EMe2Piv6Snbe52c52WWvceOb73xZplOJ2475UBBXDn87frns4pvF7cfqPpuIGeLfnjAigoJFn9EhwvWrGx8vT0j+xOFSsPzNk72TnqWQGTi+RSZjIjaMnK+ve7uHIupMS1judk0w/N3ZGaOWKxuYxF5DUdExDIVnVyuk8tHrdYlR4wuGUzEKTOIiE2Z4XRI0Bddt0dCnY6I9hiNrwV+xtiEwCVRyJbCiFksXWjb+iAR/csvfk5EApEgk+WaZuaSk028cMfw4A8L1+0dvPg31y6RxfR/Nt8vTBvPSlth1DER4fILhU8/Ip4ni5lkcroxynoCSbfbQkQkpHvrzChezqczU8geIIIe8oIlagsGCWjhoWXbV49/fPa2tBWfpmdcVaplRBzR+uSkViHTfOtGz6r8/zQ8eDU94y8U8jcETUZSkl6rkT7M0+kLX5qm+9XoDZsgGG22L926MWFK4m1W8j10iHFJyhAbv++1YD3UuRUr0SBWyhm1pCZAvXWl+n0dRFTVLDzdXap/fWfPUssxx66FGt31G4XPL5y48OGe9ZuJ48a0yX+/Irt7sG9arW7LXH7vjWvjvvQtHrVaWRM7EVV2df/LQB/p0shsotkZstmIt1FmtpitL0ze9ZVy68kGcWoNcWagb73x5sqJm0T0jn7d9Zs3y4L1wxMRkeZ0o+wO+zKZQX+AiNobNWoLBgkVf5iF/6+XFGs6Pxi1WpOITDyfJJONWKx/vyJbe2vkZZ5/ZU3Rw5YZ/sYopWb4dP6fvt8mu+dets3u8fYJ4yqVymizzVjM/QplwbTx5cGL1pMjTrNIE9HR7AzXoEREyl2V/0/T7zbOThFRcdmDRy4PhWimDLG7EgVjanu3YiUaxEo5o5PEeYC4ivO1PcKh57gKEtvkq4tDsepz1MnM5rKyT5BVGB09o1J/cMcdKXL58JztcrLu3RvXv2Q1l94cld+9xdNN2Ld1s9joviMr4/jwyMVZExHp5HIuv1D4/ALNzRERyeWkSxOnAnOswPz0xEspVkuqTJajVPyg84+V85HxTHpW6W0FRKQnun6T/nTlMhGZZfKkOzeFKCIQ0QNV33WcffElr1OuxQGWaLLt1xBoIiSh48+8HVn2/KZ9wih2Opal6AqnjD1EfSlpnFp9YE0ueU0IHMPRa1mZtvc66cYoEZFaQ0Slabo3xm+ZeL5gempGpc6WLZqc0DHnaP1lQ/600TUoVXZ1T+atua7VENE7wyNE9Nn0DFsbdbVaHeAUrFK89tWHHXtDJmztSHBXWItjUhIgNuSipojEeTeKag5V7atobDlWHt8RiH2NWIcD+T1b6eOPiOgd/bryvs95ju6Ys9Y89A3v02kQEWtoHxsbu7f3EhGt1WqI6OKsaU96zsuZozRlpFvjZLPtyb+dS18mFGl/4XDsbgvVToyfWZGXqpAPztkMVwddz89f6ieZ8gRZX7HR2quXV1zuebt4fWXI8hLW7yeQJ7AYikqVXd0PbNwkbsdxqhfFEjf+iDyNvtwjp58m6wwyGrVY/7ZgjZRTieFI+FMLEbFZmOnGqPVkA23aQkTZSqVVxhVPGy+qNXvSc4QirXzxN//48Mgvb46ez1rhJSgREXvS25GV0T5hHLVa2di0MNxEYg/IAPvBxFCYcuXaGz2y5Yla6AO0BNWBH7E7ge+/+EDVd58/96leqzmRV1iapqvJWnFgqezHEXvAIgsR0VqtRpZRQO2/JyKSy/fcee/9N67TzVFSayu7uo9LOxuLiYJced+0URjou99q1fG2yYxsLjObv9TvR+O9yPTIDvXv7f+/Ce7Nw5bpYc+dliPP4OkEYEmu4xh2nvtUrS/hL/V/fmuEiCTNubyYvQaayVwYfjFqtd5ttVzWJk0RlQ/1Z3MyhbuVvDzZuyKHTcNo4vn1yUntE8YrZrOc47K9zk7kqyAO7HBLXA6Wboxafvg0t34jcoi4JCUBKn+61qB/tu7pcvF71lJdUW+o7UmQxy/Hr/4LeSsd58/w9SZcq9WwemCWu3DrNwqfXyB1CvE8yRUkk8luX8df6he7tgnpOdfy8r84PXll0pJJQmtahuO6g+zqvM368sedZzKyR+ZsGoG/b3zU9bp+BAvvN3z7hJH9CEtWgDmx16g7PHdGT2SJ6We++JXo8YdxunPtgUiMBv51Cs7MZiNPxYlzDhesOdh/+dLy3MKhy2kyIoVSVnS77f2zpC8RA86IxTq1Is9LUGIhTq/VvDF+i4h4IhKEUavVbRFCN8WiMNBnGxul+XmGfGV7r5OmjGylDraianSGBUStQEiqASqqaReKqzluHxFRBVdPZKiN+z6Ikvg6WbPTrBjWj8/aY5BCRSo1aRbayNm3+TWinec+3fnOv6vVSUVazfmHtzvWIR//+CzbaNelm8xmnSCY5PI/pme/w9Mrtxbmwg96h8HKru4Da3LZc96Ry0N90kbARTm3FeahftAEKRB/pPD1+8mestgDiX0y1a5umn9I2/nhlf99x8ZejXa5u0vs1KiWDErKXZW6tk4TzwtEPJFVEFynZwzdaG3WBhSKOaajiqdfIEaHSSS5Caz8mCAcC2VJEoLrNBiWI88I16+9Mmfds2WbLDObFucuRPRC3sr9X64oS0u9tvhUjl998+DgMoWciASz+e/yi08PXQz8S7/k/cPqfnydWtpTxXvUQt4TFRB/QsDp1mbp/ojF+tn0zPW8wr8w3nw7Y/k7PAkqzWsu9U9LBiXryQbK1W/WpVycNRltNosgBHfpQClPJn7PMW3vRGw20eKppWMI8h4ppCRAvXWl+guHEmrIRfDd3d0n671E850QmW+98SZX+hARnVDRK61vsYnb2fSp7AMS40XRtPF8zkoiIrW26uolZcBzNIduGPyi506sUwhLQ/wJPrfhiIieaHvrB0olEbU9vP2Pn3z8ytBFmv9fqR81CtlK5WfTMxqZTCeXB7HwFJZh8Kz3pzDQJwz0SVluCGKRlASo50JHyMsR3wo7P7g3SatWq9k2CzqVXd33W0ycTkdEuy308vw95nRvH83OWLIhRiOXnc+y11Xff9P5YSXo7TgBnjA6QwkqjaMV4k+QuQ1HRGQ92dC9fJWg1RBR2ZtNbVsfVHoYUUVfKZcSBNiwD5b9uJ0QKHQ3XVDOHP1xAFErQD51gkare8S4hhjHr35vzkqjzUZEa7UaQ2qqlMODXp44gAgSlRB/opT3oMQ6FZl4noi8LJUYupsuQW7nBPkxQ0TSPEDP7esg6tBzTg0rVc2olg6M/O4tc2/8joj41PS9m7aQw1hT2/tniYhXaSjb4wSvjjVGu99sIqKRyXFlMNbnCt0weAAfIf6Ez94Vyw/2XyKiu6dnHOt42MQcx4evE1Hx5OR6z2dwnDa6LC21LC31+PCIl+XJ/IPRCRAUkmqA0P8wQH1bN+d3vCszWcih0b2hpPhbb7wpZGQT0YPjI/efPvV28Xoi6tCXvP3JxwJPRPRK72eW61do9xNLXqLt4e1EdPvvfs2ewALPWrycAaEHwgjxJ8jchiMiUu6qfLv++dI5GxEdNvzZ9zv/b3v3ExPHlSdw/Ncggh2xh93F+bMNHkiAlb3JzmV3cNpjj/xC/gAAD/dJREFUaZF2Djhyrw8IWZZgZ6xRW+QQzMHZlZxjkFaJFOASFCvKKEaKogwHqySDVrNKH1gTmOxIXsWyNcAMzDQtj2zWY+zMrHcI9B6quyma7vrT1Ovuqvf9iEO7ql/9qrrh51+9evXqF5fvZyc5vPDd7h/P/eyFb7dF5F9O/MPR9XufF3uYfFEXXnju336bFr8H69hvigtDcIOJECth4O6SedG94I/2J7cWzIHPP9nakm+3In95RER2frOaXy7NR+p/veIyyql/N/7z+b/6/gvPi8rZPysw/LD2vbF+r/HBQ6EERACVSkci8qO/PWHeqd4pcnvzcSR3n+bOb1atq+Z+/8h9uI9/d/+5ZxrMpFGZjMGz0G0cunF9q7FRKA1FRMTN83pxIGbFcOLZw6e8TKjq3tSxrrnNx3Obj+9vbV144XnnBjiYgbtL5rep6AsF1FGdjvJ289KftrxOlwpFtj6b2m45Wtf+cl37y7vP29YYPUDVlJ9h4of/8+CvX/tB5FsRkV8+ui+WmSe2o62O2zFPqrZyU5AVKJh90Z9dBxA61oeO/dP//eHduuy8hb98dP/Cd9rzq7737GE3W8s/IbXUGwpnYgQqiwKomvI3Tfyw42/eevpEnj4RkQvf7Z461pUvz5/+Y2+Tx63J3qGI+QlYPT2MsNRF9IL5rN3tGoAAsA4ulu+0X16+a740k1J+1VjpOzPst2lNPuZjAc1r/WU8a8JmJGLBJNfutwndUAApZ/79z/3+Ud3Dzf0Vg/k3X3d3qT43sEY2H4u17NjYcB/Lr7Mox4kQ//Vo1Hyh4TCgqWNd/be+/q+Hm0IJiKCxT0diqScG7i7V/13uGaubj62rNrwkJVEwVM7NSEQeh75fw7mB+k8+2r6XFkpDEaEAqpg3m/+iqalJSv+5mve9i4h0HqvkjpXNfBbY/T8Vf8Zh6OlcAiLoHNORKXBJqYD5LDD5xp9H0IcGpWEeg6Brwsf/vXjzz4+YPx/vHcrzxvq9gbtLZQ9XnDrW1Xn40M3NJzc3n/j4LJ6Pf3e/8/ChzsOHnnumgYHAQPioS0qmhnMDkeYj2WdNKHgqzvZXC5HmI5HmI9L0Zwz4RVH0ANWKT57JvtixLDRvOHJzrmajjFb2EyFOHet6aeEX5utSE7wCCDp1SclUdtHjOBFi9jnTIiJS//cnyngeKnRAAVQJ5qiRxu0dCc7MMW4mQvR6d2toZif7oOXFkQcPzddB+UIBUxDT0X4uJ0I0HwjvVWgy1X7M8m8VyWQy1d4HfySTyVdffbXae1G+Qzeumy+evn42v/CN9XsncnecLvzxfz9oedH+/RWQ36VPH21ufLv9vWcPW/fKxqEb17dbjpqv69d/W+Hdrrxm11PlIgSCnn+K8pqUSjWpsHyqafj6VuSPf9iOtnraGd0yVVGapK9Q9QC5/842NjbK+4IVNsw978J60/vnzc1t8z+vq6uXvZPWb302lb9Lq/E/ZksV8ir2tvHBQ7P3O9HUtP/5PjYNtxob65qyB7fT2Ni09221+I2oaYuw8vQrccBfoQo195KURH1ectl8N9W89v2d1V8dPjdg3X8PzX3NVLXQ3JcthEmoCqDwGbi75PJ+jaDgvgwg0MKXlIoiU+mAu8DgTX6Ge6+Pd244N7Cd/Jn5ur7nB9yXAUCFhnMDO6u/Mn/KGOZCptIHPUCBVHTS54op+5wv0vZSXfvL218tbH+1wKkVEDLVzUsFe3KQ5mQqTVAA1TSb+zUCOoDfnJxDRDIBmYarRhI6UCPsbyILzZ9J4DJVARKXG1wCq3UftLw4dawrHBfaG84NyDdPMhsPMhsPyrs9tcLMxxWZP/SEA6YwJaWiApepCpC4XKIHCA7sJxzzyuxbPvh2KiOz9uv8E3PMZysCqCmKujqClakKkLhcogCCHTcPHfSkdkYJAAi6rc+m8mWKvxeqyFQ6oABCpQUom0TaXspsPMi/ruauAKisAGWqAiQulxgDBJRkPq/R/AluNgSgFRKXS/QAwY7jQwdDj/QB1CwuVJXCp+EGBRAc6Fn3AAgE/qdH2bgEBgAAtEMBBAAAtMMlMHij+ZAgALWMIUFwjx4geGBOC2T+5CshAKgF5rRA5g8zIMMRBRAAANAOl8AAO/SoAwgicpcjCiB4oNu0QOom2gfgO6YFyiN3uUEBBG90qHsABBT/08M9xgABAADt0AMElESPOoAgIne5QQEE2CF3AAgicpcjLoEBAADt0AME2NHqrjcA4cD1LzfoAQJKYuZrAIHDjNguUQABAADtUAABAADtMAYIKEm3ma8BhAD3wLuktABaHIuPJkWkfXByoi/qam2xhenp4aFrqyIi0nPFGOlWucvAXtQ9gUX+gb6oe9xQdwksPT08KlcMwzAmT80NjS26WFt04eLY0NypScMwDGNycG10eDqtbJcBhAT5B4ADdQXQemq1J9YtIhJ97VR7cn7ReW2xhYvzyZ7z2XOxaN/5ntXUurJdBhAS5B8ADpRdAkun1tpb+83X0dY2mUulpTtqu1aKLeweMXb7nBfnk/l3iIgkk0lrzI2NDfc76OnNAW1YlaA6NHTTtrm5ueyN46BqPv+U8X6a0/zgzV1uQZP0pawAWk+tSqu3tfZNJD09PLo2ODliuZjf09OTf51MJt1/ZxsbG+V9wQFqWJWgOjQ8YFtUQm3nHznwrxDNaV6tLYSJnwVQbgChSM8Vo7+13eatLcXWFl1o2fZa0bGMAED+AeCRnwVQ94hhjOz+s211fl0kKiLp1Jq0xaypI9pabG3Rhdm7MNquGBPcfwGgBPIPAE/UDYJuaW1PfjqdFpH0l3O5wYX2a4stzGUf7j4F4Br5B4ADdfMARfsmrqTiQ/Fr5qQa3SJmNkmdN0a6i64ttjD95dyqyOpoPD/akKk4ADgh/wBwEMlkMtXeB38kk0nrmER7ARpyyyDoWmsoIv23vm5sbBSmSUSOp/wj1R4MS3M9m4vIN598ZOYuZkoUngUGeDVwd+nEs4d5RDyAYNn6bGq75ShPic+jAAIAANqhAAIAANrhafCAN1PHuvpvfd24vSOMAQIQHA3nBuo/+WiHMUA5FECAZx+0vMhsqgAC5+nrZ5vIXTlcAgMAANqhAAIAANqhAAIAANqhAAIAANqhAAIAANqhAAIAANoJ1W3wyWTS+U1ARXh6MhRCgPyD0NAlfWW09MUXX4Q+YlWC6hCxWkERJtX9FSK6ntFrYQdqCpfAAACAdiiAAACAdiKZTKba+wAAAFBR9AABAADtUAABAADtUAABAADtUAABAADthKkAWhyLx+PxeHx4Ou12rfuFSiOKiEh6ejg+tugQ0b+g6enheJZTVJ8i5pY5B/T3g3X7yfoT1PK5ujlShEnlU5CK6CLiPh35Hd1DXlIQ3UOOUhA9y/NHT+4qX7UnIvLL+k/fPPP+wt5XDmvdL1QaMZPJZDIL7585c+aMbTxfgy68f+bNn67n1+deq4tYdLXaY7Q0cP5kfQu68L7zt4gwqnwKUhE9k8m4T0e+R3eflxRE95CjVBy7pYGXj57cdRCh6QFaT632xLpFRKKvnWpPzi86r3W/UGlEWRyLx0fXBq8MtlfsMBfnkz3n+6IiIhLtO9+zmlpXHDHaN2GMdEup7SiIaEpPvzvX1uP8yfoVNJ1aa29tcQyH8Kl8ClIR3VM68ju6h7ykILqHHKUgusltvlKxAzrmrrAUQNbvLtraJmuptNNa9wuVRhTpHjEMY6LPzW+eX0G7R3J/6SKyOJ8s/Xvv32HuNvpyLvfXpzpievrduVNv9beWiuV/0PXU6uq1Ia06kSEi1UhBKqJ7Ske+R3efl9Qc+24j+xylKrrrfKVkB3TMXWEpgNZTq17Xul+oNKIn/gdNTw+Prg2+lT3rUh0xPT0cjw9dk8H+0rnFv4hmOil5aCqCplNr0j44aRiGYRiTrZ96G8SBAKt8ClIRvTyVz0vqorvJUWqie8hXKnZAy9wVlgKopdWu17DoWvcLlUb0xOegi2PxoblTkxM2f3P+Roz2TRiGYZxPDZX+6/Iroqd04lfQaN+Ekf84o61tLvvwEXyVT0Eqopen8nlJXXQ3OUpF9DLLH3LXgYSlALJ+X+nUmrS1Rp3Wul+oNGJVDlPME51RuWI4ZBklh9kds7m671PE9JdzuQ7doWurkhy1vaWmKt8mwqTyKUhF9PJUPi8pir7LNkcpiO4tXyk/fF2EpQCSltb25KfTaSl++bboWvcLlUasxmGmp4eHrrVdsVxwVx1xcczyB21/dd+fiNkTOcMwjMnBdulxSKkqDjOdWivnO0YwVT4FqYhe1WP3kJcURPeQo/yP7jFfqT58bXJXtW9D81H23s3deyf33BS4b623hUoj7m+rNqh5p6WVbWB/DtMS1PGT9fWDdfvJVv4wETKVT0Eqou9vW6HoHvOS/8de7h9vVfKV/zugYe7iafAAAEA7obkEBgAA4BYFEAAA0A4FEAAA0A4FEAAA0A4FEAAA0A4FUCCtTJyMRCKRyMmJ2YmTkZMTK+bS2dmV/Dssr92YvRiJXJzdG8H6bw87FcnvkLldy78AaIAEhWCo9n34KMNMQiQxs3fZ8nhMYuPL+16Xtcnl8di+AO43MJMQS/iZhNd9ARBkJCgEAz1AAbSydFtixzvVBZh975KMX+710GJl4p2rsVyT3svjsfnPb2RPq3ovj8ul97ydqwEILBIUgqLaFRg8Wh6P5b+8xEz2XGpmd2Eskdh9bTnhsrTJm0nk3zi+e3605/Rs//bHl63bK3oaVniCxzkWoAkSFIKDAiiAinYml+xhXh6P7aYByxprP7CZaMw37U0OZiopSFR7/rk/w+zrAC+jxxtAQJGgEBBcAgu72fcuzSdmPsx2F3cMv52Yv/TerMjs9auSeHu4Q0TMPuFcg+U78/JKV4d1G/n3dbzeHyv85+2l3SGE5jDD07udzdmoXa/I/J1lJccHIMBIUKgeCqCQW1m6LXL1dCTv9FWR20srBZfpzcRRQsHlfJur+x3DNzOZTCbz9p3OPbdodB7fm4cAQEhQqCoKIA3s69y9Odzh3Ooges8m5Op1xhUCcESCQpVQAIVcR9crsnvDQ8FyS6fv8p35g4QpnKWjQJFeawAgQaGKKIDCwpowrK97L4/H5i/9c26ur9mL2WnAes8m5OrpbE6YvXj6am5DvWcT3nuDey+PxyxnVLPX91xlV35bLIDaRoJC7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/></p>
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<p>Segment and pressType are probably the issue (the really big values all from segment 1 and 7, hi pressure), but trout does have some larger residuals than bluegill</p>
<p>Let’s try some variance structures out.</p>
<p>Note: varIdent(form =~ 1|forceType<em>pressType</em>species<em>segment) nor varIdent(form =~ 1|pressType</em>species<em>segment) nor varIdent(form =~ 1|pressType</em>segment)</p>
<p>converge. So, let’s do what we can…</p>
<p>Let’s do groups of 2 and then single.</p>
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<pre class="r"><code>vfsc1 &lt;- varIdent(form =~ 1|species*segment)
vfsc2 &lt;- varIdent(form =~ 1|pressType*species)
vfsc3 &lt;- varIdent(form =~ 1|segment)
vfsc4 &lt;- varIdent(form =~ 1|pressType)
vfsc5 &lt;- varIdent(form =~ 1|species)</code></pre>
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<p>Set up REML models with different variance structures.</p>
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<pre class="r"><code>m3.1 &lt;- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
               random = ~1|individual,
               data = speciescomp_data_nosides,
               weights = vfsc1)
m3.2 &lt;- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
               random = ~1|individual,
               data = speciescomp_data_nosides,
               weights = vfsc2)
m3.3 &lt;- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
               random = ~1|individual,
               data = speciescomp_data_nosides,
               weights = vfsc3)
m3.4 &lt;- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
               random = ~1|individual,
               data = speciescomp_data_nosides,
               weights = vfsc4)
m3.5 &lt;- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
               random = ~1|individual,
               data = speciescomp_data_nosides,
               weights = vfsc5)</code></pre>
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<p>Compare using AIC</p>
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<pre class="r"><code>AIC(m3, m3.1, m3.2, m3.3, m3.4, m3.5)</code></pre>
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<p>The m3.1 model wins.</p>
<p>Check residuals.</p>
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<pre class="r"><code>plot(m3.1)</code></pre>
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/></p>
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<p>Better than model without the unequal variance specification.</p>
</div>
<div id="look-for-optimal-fixed-structure" class="section level5">
<h5>Look for optimal fixed structure</h5>
<p>Start by finding out if highest-order interaction term is significant.</p>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYW5vdmEobTMuMSlcbmBgYCJ9 -->
<pre class="r"><code>anova(m3.1)</code></pre>
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<p>4-way interaction term is significant, so nothing can be dropped.</p>
<p>For fun, let’s do a goodness-of-fit test for the model terms:</p>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuY2FyOjpBbm92YShtMy4xKVxuYGBgIn0= -->
<pre class="r"><code>car::Anova(m3.1)</code></pre>
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<pre><code>Analysis of Deviance Table (Type II tests)

Response: absMeanCFxByMechSidesAvg
                                        Chisq Df Pr(&gt;Chisq)    
forceType                            177.7870  1  &lt; 2.2e-16 ***
pressType                            151.8519  1  &lt; 2.2e-16 ***
species                                9.9572  1  0.0016022 ** 
segment                              375.6424  6  &lt; 2.2e-16 ***
forceType:pressType                    1.5198  1  0.2176477    
forceType:species                      2.7506  1  0.0972201 .  
pressType:species                      4.7293  1  0.0296534 *  
forceType:segment                    824.7053  6  &lt; 2.2e-16 ***
pressType:segment                   1241.7857  6  &lt; 2.2e-16 ***
species:segment                       37.3992  6  1.472e-06 ***
forceType:pressType:species            7.2366  1  0.0071431 ** 
forceType:pressType:segment         1472.9961  6  &lt; 2.2e-16 ***
forceType:species:segment             45.9720  6  2.999e-08 ***
pressType:species:segment             29.2642  6  5.422e-05 ***
forceType:pressType:species:segment   24.7870  6  0.0003739 ***
---
Signif. codes:  0 â***â 0.001 â**â 0.01 â*â 0.05 â.â 0.1 â â 1</code></pre>
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<p>Again, 4-way interaction is highly significant, so we keep all the terms.</p>
</div>
<div id="final-descriptive-cfx-model-species-comparison" class="section level5">
<h5>Final descriptive CFx model (species comparison)</h5>
<p>Force magnitude depends on force type, pressure type, species, and segment when the effect of individuals is controlled for, and we allow for differing variances across segments and species.</p>
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<pre class="r"><code>speciescomp_CFx_descriptive &lt;- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
                          random = ~1|individual,
                          data = speciescomp_data_nosides,
                          weights = varIdent(form =~ 1|species*segment))</code></pre>
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<p>One last check - qq plot</p>
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<pre class="r"><code>qqnorm(speciescomp_CFx_descriptive)</code></pre>
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<p>Ok, still not fabulous, but there may be enough data to not worry about non-normality.</p>
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<pre class="r"><code>summary(speciescomp_CFx_descriptive)</code></pre>
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<pre><code>Linear mixed-effects model fit by REML
 Data: speciescomp_data_nosides </code></pre>
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<pre><code>
Random effects:
 Formula: ~1 | individual
         (Intercept)     Residual
StdDev: 4.174885e-05 0.0004227267

Variance function:
 Structure: Different standard deviations per stratum
 Formula: ~1 | species * segment 
 Parameter estimates:
bluegill*1 bluegill*2 bluegill*3 bluegill*4 bluegill*5 bluegill*6 bluegill*7    trout*1    trout*2    trout*3 
 1.0000000  0.5800407  0.7950462  0.7337566  0.4893385  0.7015150  1.3993632  2.0388809  0.3283955  0.8898430 
   trout*4    trout*5    trout*6    trout*7 
 1.3610684  0.5981036  1.3954356  3.0198877 
Fixed effects: absMeanCFxByMechSidesAvg ~ forceType * pressType * species *      segment </code></pre>
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0.660  0.735\nsegment7                                          -0.573  0.411  0.411  0.205  0.503  0.455  0.469  0.522\nforceTypethrust:pressTypelo                        0.493 -0.707 -0.707 -0.177 -0.433 -0.391 -0.403 -0.449\nforceTypethrust:speciestrout                       0.248 -0.355 -0.178 -0.704 -0.217 -0.197 -0.202 -0.226\npressTypelo:speciestrout                           0.248 -0.178 -0.355 -0.704 -0.217 -0.197 -0.202 -0.226\nforceTypethrust:segment2                           0.603 -0.865 -0.433 -0.216 -0.707 -0.479 -0.493 -0.549\nforceTypethrust:segment3                           0.546 -0.783 -0.391 -0.196 -0.479 -0.707 -0.446 -0.497\nforceTypethrust:segment4                           0.562 -0.806 -0.403 -0.201 -0.493 -0.446 -0.707 -0.512\nforceTypethrust:segment5                           0.626 -0.898 -0.449 -0.224 -0.549 -0.497 -0.512 -0.707\nforceTypethrust:segment6                           0.571 -0.819 -0.409 -0.205 -0.501 -0.453 -0.467 -0.520\nforceTypethrust:segment7                           0.405 -0.581 -0.291 -0.145 -0.356 -0.322 -0.331 -0.369\n                                                  sgmnt6 sgmnt7 frcT:T frcTy: prssT: frcT:2 frcT:3 frcT:4\nforceTypethrust                                                                                          \npressTypelo                                                                                              \nspeciestrout                                                                                             \nsegment2                                                                                                 \nsegment3                                                                                                 \nsegment4                                                                                                 \nsegment5                                                                                                 \nsegment6                                                                                                 \nsegment7                                           0.476                                                 \nforceTypethrust:pressTypelo                       -0.409 -0.291                                          \nforceTypethrust:speciestrout                      -0.206 -0.146  0.251                                   \npressTypelo:speciestrout                          -0.206 -0.146  0.251  0.500                            \nforceTypethrust:segment2                          -0.501 -0.356  0.612  0.307  0.154                     \nforceTypethrust:segment3                          -0.453 -0.322  0.553  0.278  0.139  0.677              \nforceTypethrust:segment4                          -0.467 -0.331  0.570  0.286  0.143  0.697  0.631       \nforceTypethrust:segment5                          -0.520 -0.369  0.635  0.319  0.160  0.777  0.703  0.724\nforceTypethrust:segment6                          -0.707 -0.337  0.579  0.291  0.145  0.708  0.641  0.660\nforceTypethrust:segment7                          -0.337 -0.707  0.411  0.206  0.103  0.503  0.455  0.469\n                                                  frcT:5 frcT:6 frcT:7 prsT:2 prsT:3 prsT:4 prsT:5 prsT:6\nforceTypethrust                                                                                          \npressTypelo                                                                                              \nspeciestrout                                                                                             \nsegment2                                                                                                 \nsegment3                                                                                                 \nsegment4                                                                                                 \nsegment5                                                                                                 \nsegment6                                                                                                 \nsegment7                                                                                                 \nforceTypethrust:pressTypelo                                                                              \nforceTypethrust:speciestrout                                                                             \npressTypelo:speciestrout                                                                                 \nforceTypethrust:segment2                                                                                 \nforceTypethrust:segment3                                                                                 \nforceTypethrust:segment4                                                                                 \nforceTypethrust:segment5                                                                                 \nforceTypethrust:segment6                           0.735                                                 \nforceTypethrust:segment7                           0.522  0.476                                          \n                                                  prsT:7 spcs:2 spcs:3 spcs:4 spcs:5 spcs:6 spcs:7 frT:T:\nforceTypethrust                                                                                          \npressTypelo                                                                                              \nspeciestrout                                                                                             \nsegment2                                                                                                 \nsegment3                                                                                                 \nsegment4                                                                                                 \nsegment5                                                                                                 \nsegment6                                                                                                 \nsegment7                                                                                                 \nforceTypethrust:pressTypelo                                                                              \nforceTypethrust:speciestrout                                                                             \npressTypelo:speciestrout                                                                                 \nforceTypethrust:segment2                                                                                 \nforceTypethrust:segment3                                                                                 \nforceTypethrust:segment4                                                                                 \nforceTypethrust:segment5                                                                                 \nforceTypethrust:segment6                                                                                 \nforceTypethrust:segment7                                                                                 \n                                                  fT:T:2 fT:T:3 fT:T:4 fT:T:5 fT:T:6 fT:T:7 frT::2 frT::3\nforceTypethrust                                                                                          \npressTypelo                                                                                              \nspeciestrout                                                                                             \nsegment2                                                                                                 \nsegment3                                                                                                 \nsegment4                                                                                                 \nsegment5                                                                                                 \nsegment6                                                                                                 \nsegment7                                                                                                 \nforceTypethrust:pressTypelo                                                                              \nforceTypethrust:speciestrout                                                                             \npressTypelo:speciestrout                                                                                 \nforceTypethrust:segment2                                                                                 \nforceTypethrust:segment3                                                                                 \nforceTypethrust:segment4                                                                                 \nforceTypethrust:segment5                                                                                 \nforceTypethrust:segment6                                                                                 \nforceTypethrust:segment7                                                                                 \n                                                  frT::4 frT::5 frT::6 frT::7 prT::2 prT::3 prT::4 prT::5\nforceTypethrust                                                                                          \npressTypelo                                                                                              \nspeciestrout                                                                                             \nsegment2                                                                                                 \nsegment3                                                                                                 \nsegment4                                                                                                 \nsegment5                                                                                                 \nsegment6                                                                                                 \nsegment7                                                                                                 \nforceTypethrust:pressTypelo                                                                              \nforceTypethrust:speciestrout                                                                             \npressTypelo:speciestrout                                                                                 \nforceTypethrust:segment2                                                                                 \nforceTypethrust:segment3                                                                                 \nforceTypethrust:segment4                                                                                 \nforceTypethrust:segment5                                                                                 \nforceTypethrust:segment6                                                                                 \nforceTypethrust:segment7                                                                                 \n                                                  prT::6 prT::7 fT:T::2 fT:T::3 fT:T::4 fT:T::5 fT:T::6\nforceTypethrust                                                                                        \npressTypelo                                                                                            \nspeciestrout                                                                                           \nsegment2                                                                                               \nsegment3                                                                                               \nsegment4                                                                                               \nsegment5                                                                                               \nsegment6                                                                                               \nsegment7                                                                                               \nforceTypethrust:pressTypelo                                                                            \nforceTypethrust:speciestrout                                                                           \npressTypelo:speciestrout                                                                               \nforceTypethrust:segment2                                                                               \nforceTypethrust:segment3                                                                               \nforceTypethrust:segment4                                                                               \nforceTypethrust:segment5                                                                               \nforceTypethrust:segment6                                                                               \nforceTypethrust:segment7                                                                               \n [ reached getOption(\"max.print\") -- omitted 37 rows ]\n\nStandardized Within-Group Residuals:\n        Min          Q1         Med          Q3         Max \n-3.68502270 -0.32884478 -0.04988586  0.26360019  4.11126464 \n\nNumber of Observations: 672\nNumber of Groups: 8 \n"} -->
<pre><code> Correlation: 
                                                  (Intr) frcTyp prssTy spcstr sgmnt2 sgmnt3 sgmnt4 sgmnt5
forceTypethrust                                   -0.697                                                 
pressTypelo                                       -0.697  0.500                                          
speciestrout                                      -0.359  0.250  0.250                                   
segment2                                          -0.853  0.612  0.612  0.306                            
segment3                                          -0.772  0.553  0.553  0.277  0.677                     
segment4                                          -0.795  0.570  0.570  0.285  0.697  0.631              
segment5                                          -0.885  0.635  0.635  0.317  0.777  0.703  0.724       
segment6                                          -0.807  0.579  0.579  0.289  0.708  0.641  0.660  0.735
segment7                                          -0.573  0.411  0.411  0.205  0.503  0.455  0.469  0.522
forceTypethrust:pressTypelo                        0.493 -0.707 -0.707 -0.177 -0.433 -0.391 -0.403 -0.449
forceTypethrust:speciestrout                       0.248 -0.355 -0.178 -0.704 -0.217 -0.197 -0.202 -0.226
pressTypelo:speciestrout                           0.248 -0.178 -0.355 -0.704 -0.217 -0.197 -0.202 -0.226
forceTypethrust:segment2                           0.603 -0.865 -0.433 -0.216 -0.707 -0.479 -0.493 -0.549
forceTypethrust:segment3                           0.546 -0.783 -0.391 -0.196 -0.479 -0.707 -0.446 -0.497
forceTypethrust:segment4                           0.562 -0.806 -0.403 -0.201 -0.493 -0.446 -0.707 -0.512
forceTypethrust:segment5                           0.626 -0.898 -0.449 -0.224 -0.549 -0.497 -0.512 -0.707
forceTypethrust:segment6                           0.571 -0.819 -0.409 -0.205 -0.501 -0.453 -0.467 -0.520
forceTypethrust:segment7                           0.405 -0.581 -0.291 -0.145 -0.356 -0.322 -0.331 -0.369
                                                  sgmnt6 sgmnt7 frcT:T frcTy: prssT: frcT:2 frcT:3 frcT:4
forceTypethrust                                                                                          
pressTypelo                                                                                              
speciestrout                                                                                             
segment2                                                                                                 
segment3                                                                                                 
segment4                                                                                                 
segment5                                                                                                 
segment6                                                                                                 
segment7                                           0.476                                                 
forceTypethrust:pressTypelo                       -0.409 -0.291                                          
forceTypethrust:speciestrout                      -0.206 -0.146  0.251                                   
pressTypelo:speciestrout                          -0.206 -0.146  0.251  0.500                            
forceTypethrust:segment2                          -0.501 -0.356  0.612  0.307  0.154                     
forceTypethrust:segment3                          -0.453 -0.322  0.553  0.278  0.139  0.677              
forceTypethrust:segment4                          -0.467 -0.331  0.570  0.286  0.143  0.697  0.631       
forceTypethrust:segment5                          -0.520 -0.369  0.635  0.319  0.160  0.777  0.703  0.724
forceTypethrust:segment6                          -0.707 -0.337  0.579  0.291  0.145  0.708  0.641  0.660
forceTypethrust:segment7                          -0.337 -0.707  0.411  0.206  0.103  0.503  0.455  0.469
                                                  frcT:5 frcT:6 frcT:7 prsT:2 prsT:3 prsT:4 prsT:5 prsT:6
forceTypethrust                                                                                          
pressTypelo                                                                                              
speciestrout                                                                                             
segment2                                                                                                 
segment3                                                                                                 
segment4                                                                                                 
segment5                                                                                                 
segment6                                                                                                 
segment7                                                                                                 
forceTypethrust:pressTypelo                                                                              
forceTypethrust:speciestrout                                                                             
pressTypelo:speciestrout                                                                                 
forceTypethrust:segment2                                                                                 
forceTypethrust:segment3                                                                                 
forceTypethrust:segment4                                                                                 
forceTypethrust:segment5                                                                                 
forceTypethrust:segment6                           0.735                                                 
forceTypethrust:segment7                           0.522  0.476                                          
                                                  prsT:7 spcs:2 spcs:3 spcs:4 spcs:5 spcs:6 spcs:7 frT:T:
forceTypethrust                                                                                          
pressTypelo                                                                                              
speciestrout                                                                                             
segment2                                                                                                 
segment3                                                                                                 
segment4                                                                                                 
segment5                                                                                                 
segment6                                                                                                 
segment7                                                                                                 
forceTypethrust:pressTypelo                                                                              
forceTypethrust:speciestrout                                                                             
pressTypelo:speciestrout                                                                                 
forceTypethrust:segment2                                                                                 
forceTypethrust:segment3                                                                                 
forceTypethrust:segment4                                                                                 
forceTypethrust:segment5                                                                                 
forceTypethrust:segment6                                                                                 
forceTypethrust:segment7                                                                                 
                                                  fT:T:2 fT:T:3 fT:T:4 fT:T:5 fT:T:6 fT:T:7 frT::2 frT::3
forceTypethrust                                                                                          
pressTypelo                                                                                              
speciestrout                                                                                             
segment2                                                                                                 
segment3                                                                                                 
segment4                                                                                                 
segment5                                                                                                 
segment6                                                                                                 
segment7                                                                                                 
forceTypethrust:pressTypelo                                                                              
forceTypethrust:speciestrout                                                                             
pressTypelo:speciestrout                                                                                 
forceTypethrust:segment2                                                                                 
forceTypethrust:segment3                                                                                 
forceTypethrust:segment4                                                                                 
forceTypethrust:segment5                                                                                 
forceTypethrust:segment6                                                                                 
forceTypethrust:segment7                                                                                 
                                                  frT::4 frT::5 frT::6 frT::7 prT::2 prT::3 prT::4 prT::5
forceTypethrust                                                                                          
pressTypelo                                                                                              
speciestrout                                                                                             
segment2                                                                                                 
segment3                                                                                                 
segment4                                                                                                 
segment5                                                                                                 
segment6                                                                                                 
segment7                                                                                                 
forceTypethrust:pressTypelo                                                                              
forceTypethrust:speciestrout                                                                             
pressTypelo:speciestrout                                                                                 
forceTypethrust:segment2                                                                                 
forceTypethrust:segment3                                                                                 
forceTypethrust:segment4                                                                                 
forceTypethrust:segment5                                                                                 
forceTypethrust:segment6                                                                                 
forceTypethrust:segment7                                                                                 
                                                  prT::6 prT::7 fT:T::2 fT:T::3 fT:T::4 fT:T::5 fT:T::6
forceTypethrust                                                                                        
pressTypelo                                                                                            
speciestrout                                                                                           
segment2                                                                                               
segment3                                                                                               
segment4                                                                                               
segment5                                                                                               
segment6                                                                                               
segment7                                                                                               
forceTypethrust:pressTypelo                                                                            
forceTypethrust:speciestrout                                                                           
pressTypelo:speciestrout                                                                               
forceTypethrust:segment2                                                                               
forceTypethrust:segment3                                                                               
forceTypethrust:segment4                                                                               
forceTypethrust:segment5                                                                               
forceTypethrust:segment6                                                                               
forceTypethrust:segment7                                                                               
 [ reached getOption(&quot;max.print&quot;) -- omitted 37 rows ]

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-3.68502270 -0.32884478 -0.04988586  0.26360019  4.11126464 

Number of Observations: 672
Number of Groups: 8 </code></pre>
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<pre class="r"><code>anova(speciescomp_CFx_descriptive)</code></pre>
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</div>
<div id="post-hoc-tests" class="section level5">
<h5>Post-hoc tests</h5>
<p>Do post-hoc tests so we can get a sense of what’s going on in the model.</p>
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<pre class="r"><code>CLD(emmeans(speciescomp_CFx_descriptive, specs = ~ forceType*pressType | segment*species), adjust = &quot;fdr&quot;)</code></pre>
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<pre><code>'CLD' will be deprecated. Its use is discouraged.
See '? CLD' for an explanation. Use 'pwpp' or 'multcomp::cld' instead.</code></pre>
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<pre><code>segment = 1, species = bluegill:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 drag      lo        0.00e+00 1.11e-04  7 -3.69e-04 0.000369  1    
 thrust    hi        0.00e+00 1.11e-04  7 -3.69e-04 0.000369  1    
 thrust    lo        6.63e-04 1.11e-04  7  2.93e-04 0.001032   2   
 drag      hi        3.33e-03 1.11e-04  7  2.96e-03 0.003702    3  

segment = 1, species = trout:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 thrust    hi        0.00e+00 2.88e-04  6 -1.02e-03 0.001015  1    
 drag      lo        8.00e-09 2.88e-04  6 -1.02e-03 0.001015  1    
 thrust    lo        1.68e-03 2.88e-04  6  6.69e-04 0.002699   2   
 drag      hi        4.79e-03 2.88e-04  6  3.77e-03 0.005803    3  

segment = 2, species = bluegill:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 thrust    hi        8.30e-08 6.60e-05  7 -2.20e-04 0.000220  1    
 drag      hi        2.26e-05 6.60e-05  7 -1.98e-04 0.000243  1    
 drag      lo        9.97e-05 6.60e-05  7 -1.20e-04 0.000320  1    
 thrust    lo        1.86e-03 6.60e-05  7  1.64e-03 0.002080   2   

segment = 2, species = trout:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 thrust    hi        4.17e-07 5.22e-05  6 -1.83e-04 0.000184  1    
 drag      hi        1.15e-05 5.22e-05  6 -1.72e-04 0.000195  1    
 drag      lo        2.29e-04 5.22e-05  6  4.57e-05 0.000413   2   
 thrust    lo        1.69e-03 5.22e-05  6  1.50e-03 0.001869    3  

segment = 3, species = bluegill:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 drag      hi        2.06e-06 8.88e-05  7 -2.94e-04 0.000298  1    
 thrust    hi        7.70e-05 8.88e-05  7 -2.19e-04 0.000373  1    
 thrust    lo        4.54e-04 8.88e-05  7  1.58e-04 0.000750   2   
 drag      lo        1.86e-03 8.88e-05  7  1.56e-03 0.002157    3  

segment = 3, species = trout:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 drag      hi        8.54e-06 1.28e-04  6 -4.41e-04 0.000458  1    
 thrust    hi        9.67e-05 1.28e-04  6 -3.53e-04 0.000546  1    
 thrust    lo        5.67e-04 1.28e-04  6  1.17e-04 0.001016   2   
 drag      lo        2.68e-03 1.28e-04  6  2.23e-03 0.003130    3  

segment = 4, species = bluegill:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 drag      hi        2.79e-06 8.22e-05  7 -2.71e-04 0.000277  1    
 thrust    lo        1.41e-04 8.22e-05  7 -1.34e-04 0.000415  1    
 thrust    hi        5.52e-04 8.22e-05  7  2.78e-04 0.000827   2   
 drag      lo        1.23e-03 8.22e-05  7  9.58e-04 0.001506    3  

segment = 4, species = trout:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 drag      hi        1.16e-05 1.93e-04  6 -6.69e-04 0.000692  1    
 thrust    lo        2.25e-04 1.93e-04  6 -4.55e-04 0.000906  1    
 thrust    hi        1.02e-03 1.93e-04  6  3.35e-04 0.001696   2   
 drag      lo        1.36e-03 1.93e-04  6  6.79e-04 0.002040   2   

segment = 5, species = bluegill:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 drag      hi        3.16e-05 5.66e-05  7 -1.57e-04 0.000220  1    
 thrust    lo        4.30e-05 5.66e-05  7 -1.46e-04 0.000232  1    
 drag      lo        5.85e-04 5.66e-05  7  3.97e-04 0.000774   2   
 thrust    hi        6.18e-04 5.66e-05  7  4.29e-04 0.000806   2   

segment = 5, species = trout:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 drag      hi        9.86e-05 8.77e-05  6 -2.10e-04 0.000407  1    
 thrust    lo        2.36e-04 8.77e-05  6 -7.31e-05 0.000544  1    
 drag      lo        3.18e-04 8.77e-05  6  9.21e-06 0.000627  1    
 thrust    hi        1.34e-03 8.77e-05  6  1.03e-03 0.001644   2   

segment = 6, species = bluegill:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 drag      hi        1.61e-04 7.88e-05  7 -1.02e-04 0.000424  1    
 drag      lo        1.62e-04 7.88e-05  7 -1.01e-04 0.000425  1    
 thrust    lo        2.33e-04 7.88e-05  7 -3.02e-05 0.000496  1    
 thrust    hi        2.12e-03 7.88e-05  7  1.86e-03 0.002382   2   

segment = 6, species = trout:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 drag      lo        2.58e-04 1.98e-04  6 -4.40e-04 0.000956  1    
 drag      hi        2.98e-04 1.98e-04  6 -3.99e-04 0.000996  1    
 thrust    lo        4.55e-04 1.98e-04  6 -2.43e-04 0.001152  1    
 thrust    hi        2.77e-03 1.98e-04  6  2.07e-03 0.003463   2   

segment = 7, species = bluegill:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 drag      lo        1.40e-04 1.54e-04  7 -3.73e-04 0.000653  1    
 thrust    lo        9.93e-04 1.54e-04  7  4.80e-04 0.001506   2   
 drag      hi        1.30e-03 1.54e-04  7  7.87e-04 0.001813   2   
 thrust    hi        2.79e-03 1.54e-04  7  2.28e-03 0.003303    3  

segment = 7, species = trout:
 forceType pressType   emmean       SE df  lower.CL upper.CL .group
 drag      lo        3.34e-04 4.26e-04  6 -1.17e-03 0.001834  1    
 thrust    lo        1.45e-03 4.26e-04  6 -5.39e-05 0.002948  12   
 drag      hi        1.66e-03 4.26e-04  6  1.63e-04 0.003164   2   
 thrust    hi        4.98e-03 4.26e-04  6  3.48e-03 0.006480    3  

d.f. method: containment 
Confidence level used: 0.95 
Conf-level adjustment: bonferroni method for 4 estimates 
P value adjustment: fdr method for 6 tests 
significance level used: alpha = 0.05 </code></pre>
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<pre class="r"><code>CLD(emmeans(speciescomp_CFx_descriptive, specs = ~ species | segment*forceType*pressType), adjust = &quot;fdr&quot;)</code></pre>
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<pre><code>'CLD' will be deprecated. Its use is discouraged.
See '? CLD' for an explanation. Use 'pwpp' or 'multcomp::cld' instead.</code></pre>
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<!-- rnb-output-begin {"data":"segment = 1, forceType = drag, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 3.33e-03 1.11e-04  7  3.02e-03 0.003647  1    \n trout    4.79e-03 2.88e-04  6  3.93e-03 0.005644   2   \n\nsegment = 1, forceType = drag, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 0.00e+00 1.11e-04  7 -3.15e-04 0.000315  1    \n trout    8.00e-09 2.88e-04  6 -8.56e-04 0.000856  1    \n\nsegment = 1, forceType = thrust, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n trout    0.00e+00 2.88e-04  6 -8.56e-04 0.000856  1    \n bluegill 0.00e+00 1.11e-04  7 -3.15e-04 0.000315  1    \n\nsegment = 1, forceType = thrust, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 6.63e-04 1.11e-04  7  3.48e-04 0.000977  1    \n trout    1.68e-03 2.88e-04  6  8.28e-04 0.002540   2   \n\nsegment = 2, forceType = drag, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n trout    1.15e-05 5.22e-05  6 -1.43e-04 0.000166  1    \n bluegill 2.26e-05 6.60e-05  7 -1.65e-04 0.000210  1    \n\nsegment = 2, forceType = drag, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 9.97e-05 6.60e-05  7 -8.78e-05 0.000287  1    \n trout    2.29e-04 5.22e-05  6  7.46e-05 0.000384  1    \n\nsegment = 2, forceType = thrust, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 8.30e-08 6.60e-05  7 -1.87e-04 0.000188  1    \n trout    4.17e-07 5.22e-05  6 -1.54e-04 0.000155  1    \n\nsegment = 2, forceType = thrust, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n trout    1.69e-03 5.22e-05  6  1.53e-03 0.001841  1    \n bluegill 1.86e-03 6.60e-05  7  1.67e-03 0.002048  1    \n\nsegment = 3, forceType = drag, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 2.06e-06 8.88e-05  7 -2.50e-04 0.000254  1    \n trout    8.54e-06 1.28e-04  6 -3.71e-04 0.000388  1    \n\nsegment = 3, forceType = drag, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 1.86e-03 8.88e-05  7  1.61e-03 0.002113  1    \n trout    2.68e-03 1.28e-04  6  2.30e-03 0.003059   2   \n\nsegment = 3, forceType = thrust, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 7.70e-05 8.88e-05  7 -1.75e-04 0.000329  1    \n trout    9.67e-05 1.28e-04  6 -2.82e-04 0.000476  1    \n\nsegment = 3, forceType = thrust, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 4.54e-04 8.88e-05  7  2.02e-04 0.000706  1    \n trout    5.67e-04 1.28e-04  6  1.88e-04 0.000946  1    \n\nsegment = 4, forceType = drag, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 2.79e-06 8.22e-05  7 -2.31e-04 0.000236  1    \n trout    1.16e-05 1.93e-04  6 -5.62e-04 0.000585  1    \n\nsegment = 4, forceType = drag, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 1.23e-03 8.22e-05  7  9.98e-04 0.001465  1    \n trout    1.36e-03 1.93e-04  6  7.85e-04 0.001933  1    \n\nsegment = 4, forceType = thrust, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 5.52e-04 8.22e-05  7  3.19e-04 0.000786  1    \n trout    1.02e-03 1.93e-04  6  4.42e-04 0.001590  1    \n\nsegment = 4, forceType = thrust, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 1.41e-04 8.22e-05  7 -9.29e-05 0.000374  1    \n trout    2.25e-04 1.93e-04  6 -3.48e-04 0.000799  1    \n\nsegment = 5, forceType = drag, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 3.16e-05 5.66e-05  7 -1.29e-04 0.000192  1    \n trout    9.86e-05 8.77e-05  6 -1.62e-04 0.000359  1    \n\nsegment = 5, forceType = drag, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n trout    3.18e-04 8.77e-05  6  5.76e-05 0.000578  1    \n bluegill 5.85e-04 5.66e-05  7  4.24e-04 0.000746   2   \n\nsegment = 5, forceType = thrust, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 6.18e-04 5.66e-05  7  4.57e-04 0.000778  1    \n trout    1.34e-03 8.77e-05  6  1.08e-03 0.001596   2   \n\nsegment = 5, forceType = thrust, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 4.30e-05 5.66e-05  7 -1.18e-04 0.000204  1    \n trout    2.36e-04 8.77e-05  6 -2.47e-05 0.000496  1    \n\nsegment = 6, forceType = drag, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 1.61e-04 7.88e-05  7 -6.29e-05 0.000385  1    \n trout    2.98e-04 1.98e-04  6 -2.90e-04 0.000886  1    \n\nsegment = 6, forceType = drag, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 1.62e-04 7.88e-05  7 -6.22e-05 0.000386  1    \n trout    2.58e-04 1.98e-04  6 -3.30e-04 0.000846  1    \n\nsegment = 6, forceType = thrust, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 2.12e-03 7.88e-05  7  1.90e-03 0.002343  1    \n trout    2.77e-03 1.98e-04  6  2.18e-03 0.003354   2   \n\nsegment = 6, forceType = thrust, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 2.33e-04 7.88e-05  7  8.76e-06 0.000457  1    \n trout    4.55e-04 1.98e-04  6 -1.33e-04 0.001043  1    \n\nsegment = 7, forceType = drag, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 1.30e-03 1.54e-04  7  8.63e-04 0.001737  1    \n trout    1.66e-03 4.26e-04  6  3.98e-04 0.002929  1    \n\nsegment = 7, forceType = drag, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 1.40e-04 1.54e-04  7 -2.97e-04 0.000577  1    \n trout    3.34e-04 4.26e-04  6 -9.32e-04 0.001599  1    \n\nsegment = 7, forceType = thrust, pressType = hi:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 2.79e-03 1.54e-04  7  2.35e-03 0.003227  1    \n trout    4.98e-03 4.26e-04  6  3.71e-03 0.006245   2   \n\nsegment = 7, forceType = thrust, pressType = lo:\n species    emmean       SE df  lower.CL upper.CL .group\n bluegill 9.93e-04 1.54e-04  7  5.56e-04 0.001430  1    \n trout    1.45e-03 4.26e-04  6  1.82e-04 0.002712  1    \n\nd.f. method: containment \nConfidence level used: 0.95 \nConf-level adjustment: bonferroni method for 2 estimates \nsignificance level used: alpha = 0.05 \n"} -->
<pre><code>segment = 1, forceType = drag, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 3.33e-03 1.11e-04  7  3.02e-03 0.003647  1    
 trout    4.79e-03 2.88e-04  6  3.93e-03 0.005644   2   

segment = 1, forceType = drag, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 0.00e+00 1.11e-04  7 -3.15e-04 0.000315  1    
 trout    8.00e-09 2.88e-04  6 -8.56e-04 0.000856  1    

segment = 1, forceType = thrust, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 trout    0.00e+00 2.88e-04  6 -8.56e-04 0.000856  1    
 bluegill 0.00e+00 1.11e-04  7 -3.15e-04 0.000315  1    

segment = 1, forceType = thrust, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 6.63e-04 1.11e-04  7  3.48e-04 0.000977  1    
 trout    1.68e-03 2.88e-04  6  8.28e-04 0.002540   2   

segment = 2, forceType = drag, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 trout    1.15e-05 5.22e-05  6 -1.43e-04 0.000166  1    
 bluegill 2.26e-05 6.60e-05  7 -1.65e-04 0.000210  1    

segment = 2, forceType = drag, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 9.97e-05 6.60e-05  7 -8.78e-05 0.000287  1    
 trout    2.29e-04 5.22e-05  6  7.46e-05 0.000384  1    

segment = 2, forceType = thrust, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 8.30e-08 6.60e-05  7 -1.87e-04 0.000188  1    
 trout    4.17e-07 5.22e-05  6 -1.54e-04 0.000155  1    

segment = 2, forceType = thrust, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 trout    1.69e-03 5.22e-05  6  1.53e-03 0.001841  1    
 bluegill 1.86e-03 6.60e-05  7  1.67e-03 0.002048  1    

segment = 3, forceType = drag, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 2.06e-06 8.88e-05  7 -2.50e-04 0.000254  1    
 trout    8.54e-06 1.28e-04  6 -3.71e-04 0.000388  1    

segment = 3, forceType = drag, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 1.86e-03 8.88e-05  7  1.61e-03 0.002113  1    
 trout    2.68e-03 1.28e-04  6  2.30e-03 0.003059   2   

segment = 3, forceType = thrust, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 7.70e-05 8.88e-05  7 -1.75e-04 0.000329  1    
 trout    9.67e-05 1.28e-04  6 -2.82e-04 0.000476  1    

segment = 3, forceType = thrust, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 4.54e-04 8.88e-05  7  2.02e-04 0.000706  1    
 trout    5.67e-04 1.28e-04  6  1.88e-04 0.000946  1    

segment = 4, forceType = drag, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 2.79e-06 8.22e-05  7 -2.31e-04 0.000236  1    
 trout    1.16e-05 1.93e-04  6 -5.62e-04 0.000585  1    

segment = 4, forceType = drag, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 1.23e-03 8.22e-05  7  9.98e-04 0.001465  1    
 trout    1.36e-03 1.93e-04  6  7.85e-04 0.001933  1    

segment = 4, forceType = thrust, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 5.52e-04 8.22e-05  7  3.19e-04 0.000786  1    
 trout    1.02e-03 1.93e-04  6  4.42e-04 0.001590  1    

segment = 4, forceType = thrust, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 1.41e-04 8.22e-05  7 -9.29e-05 0.000374  1    
 trout    2.25e-04 1.93e-04  6 -3.48e-04 0.000799  1    

segment = 5, forceType = drag, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 3.16e-05 5.66e-05  7 -1.29e-04 0.000192  1    
 trout    9.86e-05 8.77e-05  6 -1.62e-04 0.000359  1    

segment = 5, forceType = drag, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 trout    3.18e-04 8.77e-05  6  5.76e-05 0.000578  1    
 bluegill 5.85e-04 5.66e-05  7  4.24e-04 0.000746   2   

segment = 5, forceType = thrust, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 6.18e-04 5.66e-05  7  4.57e-04 0.000778  1    
 trout    1.34e-03 8.77e-05  6  1.08e-03 0.001596   2   

segment = 5, forceType = thrust, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 4.30e-05 5.66e-05  7 -1.18e-04 0.000204  1    
 trout    2.36e-04 8.77e-05  6 -2.47e-05 0.000496  1    

segment = 6, forceType = drag, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 1.61e-04 7.88e-05  7 -6.29e-05 0.000385  1    
 trout    2.98e-04 1.98e-04  6 -2.90e-04 0.000886  1    

segment = 6, forceType = drag, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 1.62e-04 7.88e-05  7 -6.22e-05 0.000386  1    
 trout    2.58e-04 1.98e-04  6 -3.30e-04 0.000846  1    

segment = 6, forceType = thrust, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 2.12e-03 7.88e-05  7  1.90e-03 0.002343  1    
 trout    2.77e-03 1.98e-04  6  2.18e-03 0.003354   2   

segment = 6, forceType = thrust, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 2.33e-04 7.88e-05  7  8.76e-06 0.000457  1    
 trout    4.55e-04 1.98e-04  6 -1.33e-04 0.001043  1    

segment = 7, forceType = drag, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 1.30e-03 1.54e-04  7  8.63e-04 0.001737  1    
 trout    1.66e-03 4.26e-04  6  3.98e-04 0.002929  1    

segment = 7, forceType = drag, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 1.40e-04 1.54e-04  7 -2.97e-04 0.000577  1    
 trout    3.34e-04 4.26e-04  6 -9.32e-04 0.001599  1    

segment = 7, forceType = thrust, pressType = hi:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 2.79e-03 1.54e-04  7  2.35e-03 0.003227  1    
 trout    4.98e-03 4.26e-04  6  3.71e-03 0.006245   2   

segment = 7, forceType = thrust, pressType = lo:
 species    emmean       SE df  lower.CL upper.CL .group
 bluegill 9.93e-04 1.54e-04  7  5.56e-04 0.001430  1    
 trout    1.45e-03 4.26e-04  6  1.82e-04 0.002712  1    

d.f. method: containment 
Confidence level used: 0.95 
Conf-level adjustment: bonferroni method for 2 estimates 
significance level used: alpha = 0.05 </code></pre>
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</div>
</div>
</div>
</div>
<div id="cfx-total-models" class="section level1">
<h1>CFx (total) models</h1>
<div id="build-model-1" class="section level4">
<h4>build model</h4>
<div id="find-random-effects" class="section level5">
<h5>Find random effects</h5>
<p>Assume individual is a random effect, but let’s demonstrate it.</p>
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<pre class="r"><code>testCFxBgTr_0 &lt;- gls(meanCFxInSegmSidesAvg ~ species + segment + species:segment, data = speciescomp_data_nosides)
testCFxBgTr_1 &lt;- lme(meanCFxInSegmSidesAvg ~ species + segment + species:segment, 
                          random = ~1|individual, data = speciescomp_data_nosides)</code></pre>
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<p>compare models</p>
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<pre class="r"><code>anova(testCFxBgTr_0,testCFxBgTr_1)</code></pre>
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<div data-pagedtable="false">
<script data-pagedtable-source type="application/json">
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<p>Do a p-value correction for testing on the boundary</p>
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<pre class="r"><code>0.5*(1-pchisq(6.24547, 1))</code></pre>
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<pre><code>[1] 0.006225567</code></pre>
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<p>This p-value is still below our significance threshold, so we accept individual as a random intercept term.</p>
<p>We are data-limited, so take this as our random structure (we don’t have enough data to fit random slopes)</p>
</div>
<div id="check-for-heterogeneity-1" class="section level5">
<h5>Check for heterogeneity</h5>
<p>Plot residuals</p>
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<pre class="r"><code>plot(testCFxBgTr_1)</code></pre>
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<p><img src="data:image/png;base64,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" /></p>
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<p>Possibly some heterogeneity. Hard to tell if other issues are in play too. Let’s see if there is a cause for heterogeneity.</p>
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuZ3JpZC5hcnJhbmdlKFxuICBnZ3Bsb3Qoc3BlY2llc2NvbXBfZGF0YV9ub3NpZGVzLCBhZXMoeCA9IHNwZWNpZXMsIHkgPSByZXNpZCh0ZXN0Q0Z4QmdUcl8xKSkpIFxuICAgICsgZ2VvbV9ib3hwbG90KCkgK3BhcGVydGhlbWUgKyBnZ3RpdGxlKFwic3BlY2llc1wiKSxcbiAgXG4gIGdncGxvdChzcGVjaWVzY29tcF9kYXRhX25vc2lkZXMsIGFlcyh4ID0gc2VnbWVudCwgeSA9IHJlc2lkKHRlc3RDRnhCZ1RyXzEpKSkgXG4gICAgKyBnZW9tX2JveHBsb3QoKSArIHBhcGVydGhlbWUgKyBnZ3RpdGxlKFwic2VnbWVudFwiKSxcbiAgXG4gIFxuICBuY29sPTJcbilcbmBgYCJ9 -->
<pre class="r"><code>grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(testCFxBgTr_1))) 
    + geom_boxplot() +papertheme + ggtitle(&quot;species&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(testCFxBgTr_1))) 
    + geom_boxplot() + papertheme + ggtitle(&quot;segment&quot;),
  
  
  ncol=2
)</code></pre>
<!-- rnb-source-end -->
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<p><img 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/></p>
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<p>Variances are unequal across segments and species</p>
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<pre class="r"><code>grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = fitted(testCFxBgTr_1), y = residuals(testCFxBgTr_1), color = segment)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle(&quot;segment&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = fitted(testCFxBgTr_1), y = residuals(testCFxBgTr_1), color = species)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle(&quot;species&quot;),
  
  ncol = 2
)</code></pre>
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<p><img 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/></p>
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<p>Definitely issues due to both segments and species.</p>
<p>Let’s see if adding a variance structure helps.</p>
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<pre class="r"><code>testCFxBgTr_1a &lt;- lme(meanCFxInSegmSidesAvg ~ species + segment + species:segment, 
                      weights = varIdent(form = ~1|species),
                      random = ~1|individual, data = speciescomp_data_nosides)
testCFxBgTr_1b &lt;- lme(meanCFxInSegmSidesAvg ~ species + segment + species:segment, 
                      weights = varIdent(form = ~1|segment),
                      random = ~1|individual, data = speciescomp_data_nosides)
testCFxBgTr_1c &lt;- lme(meanCFxInSegmSidesAvg ~ species + segment + species:segment, 
                      weights = varIdent(form = ~1|species*segment),
                      random = ~1|individual, data = speciescomp_data_nosides)</code></pre>
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<p>Compare models</p>
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<pre class="r"><code>AIC(testCFxBgTr_1, testCFxBgTr_1a, testCFxBgTr_1b, testCFxBgTr_1c)</code></pre>
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<p>Model with the variance allowed to vary across species*segments is best by AIC score.</p>
<p>So, look at residuals.</p>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxucGxvdCh0ZXN0Q0Z4QmdUcl8xYylcbmBgYCJ9 -->
<pre class="r"><code>plot(testCFxBgTr_1c)</code></pre>
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<!-- rnb-plot-begin eyJjb25kaXRpb25zIjpbXSwiaGVpZ2h0Ijo0MzIuNjMyOSwic2l6ZV9iZWhhdmlvciI6MCwid2lkdGgiOjcwMH0= -->
<p><img src="data:image/png;base64,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" /></p>
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<p>Better.</p>
</div>
<div id="check-fixed-effects-structure" class="section level5">
<h5>Check fixed effects structure</h5>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYW5vdmEodGVzdENGeEJnVHJfMWMpXG5gYGAifQ== -->
<pre class="r"><code>anova(testCFxBgTr_1c)</code></pre>
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<p>The interaction term is highly significant - so we need all the terms in our model.</p>
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<div id="final-bg-vs-tr-cfx-total-model" class="section level4">
<h4>Final bg vs tr CFx (total) model</h4>
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<pre class="r"><code>speciescomp_CFx_descriptive &lt;- lme(meanCFxInSegmSidesAvg ~ species + segment + species:segment, 
                                   weights = varIdent(form = ~1|species*segment),
                                   random = ~1|individual, data = speciescomp_data_nosides)</code></pre>
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<pre class="r"><code>summary(speciescomp_CFx_descriptive)</code></pre>
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<pre><code>Linear mixed-effects model fit by REML
 Data: speciescomp_data_nosides </code></pre>
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<pre><code>
Random effects:
 Formula: ~1 | individual
        (Intercept)     Residual
StdDev: 0.000248256 0.0009126358

Variance function:
 Structure: Different standard deviations per stratum
 Formula: ~1 | species * segment 
 Parameter estimates:
bluegill*1 bluegill*2 bluegill*3 bluegill*4 bluegill*5 bluegill*6 bluegill*7    trout*1    trout*2    trout*3 
 1.0000000  0.5161889  0.8319911  0.8392432  0.4254090  0.5786035  1.3950638  1.9751950  0.2019994  0.7870665 
   trout*4    trout*5    trout*6    trout*7 
 1.4151603  0.6571500  1.4917796  2.0480929 
Fixed effects: meanCFxInSegmSidesAvg ~ species + segment + species:segment </code></pre>
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<pre><code> Correlation: 
                      (Intr) spcstr sgmnt2 sgmnt3 sgmnt4 sgmnt5 sgmnt6 sgmnt7 spcs:2 spcs:3 spcs:4 spcs:5
speciestrout          -0.437                                                                             
segment2              -0.647  0.283                                                                      
segment3              -0.559  0.245  0.683                                                               
segment4              -0.557  0.244  0.681  0.589                                                        
segment5              -0.670  0.293  0.818  0.707  0.705                                                 
segment6              -0.630  0.276  0.769  0.665  0.663  0.796                                          
segment7              -0.424  0.185  0.518  0.448  0.446  0.536  0.504                                   
speciestrout:segment2  0.260 -0.853 -0.402 -0.275 -0.274 -0.329 -0.309 -0.208                            
speciestrout:segment3  0.240 -0.786 -0.293 -0.428 -0.252 -0.303 -0.285 -0.192  0.882                     
speciestrout:segment4  0.214 -0.703 -0.262 -0.226 -0.384 -0.271 -0.255 -0.171  0.789  0.727              
speciestrout:segment5  0.251 -0.824 -0.307 -0.265 -0.264 -0.375 -0.299 -0.201  0.925  0.852  0.762       
speciestrout:segment6  0.214 -0.703 -0.262 -0.226 -0.225 -0.271 -0.340 -0.171  0.789  0.727  0.650  0.762
speciestrout:segment7  0.179 -0.589 -0.219 -0.190 -0.189 -0.227 -0.213 -0.423  0.661  0.609  0.545  0.638
                      spcs:6
speciestrout                
segment2                    
segment3                    
segment4                    
segment5                    
segment6                    
segment7                    
speciestrout:segment2       
speciestrout:segment3       
speciestrout:segment4       
speciestrout:segment5       
speciestrout:segment6       
speciestrout:segment7  0.545

Standardized Within-Group Residuals:
         Min           Q1          Med           Q3          Max 
-2.034214001 -0.731015526 -0.003541536  0.652244218  2.635508542 

Number of Observations: 672
Number of Groups: 8 </code></pre>
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<pre class="r"><code>plot(speciescomp_CFx_descriptive)</code></pre>
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<pre class="r"><code>anova(speciescomp_CFx_descriptive)</code></pre>
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<pre class="r"><code>CLD(emmeans(speciescomp_CFx_descriptive, specs = ~ species | segment), adjust = &quot;fdr&quot;)</code></pre>
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<pre><code>'CLD' will be deprecated. Its use is discouraged.
See '? CLD' for an explanation. Use 'pwpp' or 'multcomp::cld' instead.</code></pre>
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<pre><code>segment = 1:
 species     emmean       SE df  lower.CL  upper.CL .group
 trout    -3.10e-03 0.000333  6 -0.004092 -0.002116  1    
 bluegill -2.67e-03 0.000162  7 -0.003130 -0.002210  1    

segment = 2:
 species     emmean       SE df  lower.CL  upper.CL .group
 trout     1.45e-03 0.000147  6  0.001010  0.001880  1    
 bluegill  1.74e-03 0.000127  7  0.001378  0.002098  1    

segment = 3:
 species     emmean       SE df  lower.CL  upper.CL .group
 trout    -2.03e-03 0.000187  6 -0.002580 -0.001471  1    
 bluegill -1.33e-03 0.000148  7 -0.001753 -0.000911   2   

segment = 4:
 species     emmean       SE df  lower.CL  upper.CL .group
 bluegill -5.41e-04 0.000149  7 -0.000964 -0.000119  1    
 trout    -1.30e-04 0.000259  6 -0.000897  0.000638  1    

segment = 5:
 species     emmean       SE df  lower.CL  upper.CL .group
 bluegill  4.37e-05 0.000122  7 -0.000302  0.000390  1    
 trout     1.15e-03 0.000175  6  0.000636  0.001674   2   

segment = 6:
 species     emmean       SE df  lower.CL  upper.CL .group
 bluegill  2.03e-03 0.000130  7  0.001659  0.002400  1    
 trout     2.66e-03 0.000268  6  0.001867  0.003461  1    

segment = 7:
 species     emmean       SE df  lower.CL  upper.CL .group
 bluegill  2.34e-03 0.000198  7  0.001779  0.002906  1    
 trout     4.43e-03 0.000343  6  0.003411  0.005447   2   

d.f. method: containment 
Confidence level used: 0.95 
Conf-level adjustment: bonferroni method for 2 estimates 
significance level used: alpha = 0.05 </code></pre>
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<div id="cfy-models" class="section level1">
<h1>CFy models</h1>
<p>We don’t care if force is going left or right, just the magnitude. So let’s take the absolute value of CFy.</p>
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<pre class="r"><code>bluegill_data_nosides$absMeanCFyInSegmSidesAvg &lt;- abs(bluegill_data_nosides$meanCFyInSegmSidesAvg)
speciescomp_data_nosides$absMeanCFyInSegmSidesAvg &lt;- abs(speciescomp_data_nosides$meanCFyInSegmSidesAvg)</code></pre>
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<div id="build-model-2" class="section level4">
<h4>build model</h4>
<div id="find-random-effects-1" class="section level5">
<h5>Find random effects</h5>
<p>Assume individual is a random effect, but let’s demonstrate it.</p>
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<pre class="r"><code>testCFyBgTr_0 &lt;- gls(absMeanCFyInSegmSidesAvg ~ species + segment + species:segment, data = speciescomp_data_nosides)
testCFyBgTr_1 &lt;- lme(absMeanCFyInSegmSidesAvg ~ species + segment + species:segment, 
                          random = ~1|individual, data = speciescomp_data_nosides)</code></pre>
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<p>compare models</p>
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<pre class="r"><code>anova(testCFyBgTr_0,testCFyBgTr_1)</code></pre>
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<p>Do a p-value correction for testing on the boundary</p>
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<pre class="r"><code>0.5*(1-pchisq(153.3107, 1))</code></pre>
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<pre><code>[1] 0</code></pre>
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<p>This p-value is still below our significance threshold, so we accept individual as a random intercept term.</p>
<p>We are data-limited, so take this as our random structure (we don’t have enough data to fit random slopes)</p>
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<div id="check-for-heterogeneity-2" class="section level5">
<h5>Check for heterogeneity</h5>
<p>Plot residuals</p>
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<pre class="r"><code>plot(testCFyBgTr_1)</code></pre>
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<p><img 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" /></p>
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<p>Really bizarre. For sure some heterogeneity. Hard to tell if other issues are in play too. Let’s see if there is a cause for heterogeneity.</p>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuZ3JpZC5hcnJhbmdlKFxuICBnZ3Bsb3Qoc3BlY2llc2NvbXBfZGF0YV9ub3NpZGVzLCBhZXMoeCA9IHNwZWNpZXMsIHkgPSByZXNpZCh0ZXN0Q0Z5QmdUcl8xKSkpIFxuICAgICsgZ2VvbV9ib3hwbG90KCkgK3BhcGVydGhlbWUgKyBnZ3RpdGxlKFwic3BlY2llc1wiKSxcbiAgXG4gIGdncGxvdChzcGVjaWVzY29tcF9kYXRhX25vc2lkZXMsIGFlcyh4ID0gc2VnbWVudCwgeSA9IHJlc2lkKHRlc3RDRnlCZ1RyXzEpKSkgXG4gICAgKyBnZW9tX2JveHBsb3QoKSArIHBhcGVydGhlbWUgKyBnZ3RpdGxlKFwic2VnbWVudFwiKSxcbiAgXG4gIFxuICBuY29sPTJcbilcbmBgYCJ9 -->
<pre class="r"><code>grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(testCFyBgTr_1))) 
    + geom_boxplot() +papertheme + ggtitle(&quot;species&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(testCFyBgTr_1))) 
    + geom_boxplot() + papertheme + ggtitle(&quot;segment&quot;),
  
  
  ncol=2
)</code></pre>
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<p><img 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/></p>
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<p>Variances are unequal across segments and species</p>
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<!-- rnb-source-begin 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 -->
<pre class="r"><code>grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = fitted(testCFyBgTr_1), y = residuals(testCFyBgTr_1), color = segment)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle(&quot;segment&quot;),
  
  ggplot(speciescomp_data_nosides, aes(x = fitted(testCFyBgTr_1), y = residuals(testCFyBgTr_1), color = species)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle(&quot;species&quot;),
  
  ncol = 2
)</code></pre>
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<p><img 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" 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<p>Definitely issues due to both segments and species.</p>
<p>Let’s see if adding a variance structure helps. Note that varIdent(form = ~1|species*segment) does not converge.</p>
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<pre class="r"><code>testCFyBgTr_1a &lt;- lme(absMeanCFyInSegmSidesAvg ~ species + segment + species:segment, 
                      weights = varIdent(form = ~1|species),
                      random = ~1|individual, data = speciescomp_data_nosides)
testCFyBgTr_1b &lt;- lme(absMeanCFyInSegmSidesAvg ~ species + segment + species:segment, 
                      weights = varIdent(form = ~1|segment),
                      random = ~1|individual, data = speciescomp_data_nosides)</code></pre>
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<p>Compare models</p>
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<pre class="r"><code>AIC(testCFyBgTr_1, testCFyBgTr_1a, testCFyBgTr_1b)</code></pre>
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<p>Model with the variance allowed to vary across segments is best by AIC score - HUGE improvement.</p>
<p>So, look at residuals.</p>
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<pre class="r"><code>plot(testCFyBgTr_1b)</code></pre>
<!-- rnb-source-end -->
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<p><img 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" /></p>
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<p>Better. Still some patchiness - likely because our data is sparse. Vertical spread is much improved.</p>
</div>
<div id="check-fixed-effects-structure-1" class="section level5">
<h5>Check fixed effects structure</h5>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYW5vdmEodGVzdENGeUJnVHJfMWIpXG5gYGAifQ== -->
<pre class="r"><code>anova(testCFyBgTr_1b)</code></pre>
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<p>The interaction term is highly significant - so we need all the terms in our model.</p>
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<div id="final-bg-vs-tr-cfy-model" class="section level4">
<h4>Final bg vs tr CFy model</h4>
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<pre class="r"><code>speciescomp_CFy_descriptive &lt;- lme(absMeanCFyInSegmSidesAvg ~ species + segment + species:segment, 
                                   weights = varIdent(form = ~1|segment),
                                   random = ~1|individual, data = speciescomp_data_nosides)</code></pre>
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<pre class="r"><code>summary(speciescomp_CFy_descriptive)</code></pre>
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<pre><code>Linear mixed-effects model fit by REML
 Data: speciescomp_data_nosides </code></pre>
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<pre><code>
Random effects:
 Formula: ~1 | individual
         (Intercept)    Residual
StdDev: 0.0004582594 0.001801651

Variance function:
 Structure: Different standard deviations per stratum
 Formula: ~1 | segment 
 Parameter estimates:
       1        2        3        4        5        6        7 
1.000000 2.066099 7.434360 4.463250 1.587533 1.407129 2.370348 
Fixed effects: absMeanCFyInSegmSidesAvg ~ species + segment + species:segment </code></pre>
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<pre><code> Correlation: 
                      (Intr) spcstr sgmnt2 sgmnt3 sgmnt4 sgmnt5 sgmnt6 sgmnt7 spcs:2 spcs:3 spcs:4 spcs:5
speciestrout          -0.612                                                                             
segment2              -0.327  0.200                                                                      
segment3              -0.100  0.061  0.058                                                               
segment4              -0.164  0.100  0.095  0.029                                                        
segment5              -0.400  0.245  0.232  0.071  0.117                                                 
segment6              -0.435  0.266  0.252  0.077  0.127  0.309                                          
segment7              -0.292  0.179  0.169  0.052  0.085  0.207  0.225                                   
speciestrout:segment2  0.200 -0.327 -0.612 -0.036 -0.058 -0.142 -0.155 -0.104                            
speciestrout:segment3  0.061 -0.100 -0.036 -0.612 -0.018 -0.044 -0.047 -0.032  0.058                     
speciestrout:segment4  0.100 -0.164 -0.058 -0.018 -0.612 -0.071 -0.078 -0.052  0.095  0.029              
speciestrout:segment5  0.245 -0.400 -0.142 -0.044 -0.071 -0.612 -0.189 -0.127  0.232  0.071  0.117       
speciestrout:segment6  0.266 -0.435 -0.155 -0.047 -0.078 -0.189 -0.612 -0.138  0.252  0.077  0.127  0.309
speciestrout:segment7  0.179 -0.292 -0.104 -0.032 -0.052 -0.127 -0.138 -0.612  0.169  0.052  0.085  0.207
                      spcs:6
speciestrout                
segment2                    
segment3                    
segment4                    
segment5                    
segment6                    
segment7                    
speciestrout:segment2       
speciestrout:segment3       
speciestrout:segment4       
speciestrout:segment5       
speciestrout:segment6       
speciestrout:segment7  0.225

Standardized Within-Group Residuals:
       Min         Q1        Med         Q3        Max 
-1.9449104 -0.6861456 -0.1488635  0.5522995  3.3301286 

Number of Observations: 672
Number of Groups: 8 </code></pre>
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<pre class="r"><code>plot(speciescomp_CFy_descriptive)</code></pre>
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<pre class="r"><code>anova(speciescomp_CFy_descriptive)</code></pre>
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<pre class="r"><code>CLD(emmeans(speciescomp_CFy_descriptive, specs = ~ species | segment), adjust = &quot;fdr&quot;)</code></pre>
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<pre><code>'CLD' will be deprecated. Its use is discouraged.
See '? CLD' for an explanation. Use 'pwpp' or 'multcomp::cld' instead.</code></pre>
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<pre><code>segment = 1:
 species   emmean       SE df lower.CL upper.CL .group
 bluegill 0.00213 0.000310  7  0.00125  0.00301  1    
 trout    0.00285 0.000400  6  0.00166  0.00404  1    

segment = 2:
 species   emmean       SE df lower.CL upper.CL .group
 bluegill 0.02203 0.000522  7  0.02055  0.02351  1    
 trout    0.02490 0.000674  6  0.02289  0.02690   2   

segment = 3:
 species   emmean       SE df lower.CL upper.CL .group
 bluegill 0.04604 0.001741  7  0.04110  0.05099  1    
 trout    0.05090 0.002248  6  0.04422  0.05757  1    

segment = 4:
 species   emmean       SE df lower.CL upper.CL .group
 trout    0.01360 0.001366  6  0.00955  0.01766  1    
 bluegill 0.02033 0.001058  7  0.01732  0.02334   2   

segment = 5:
 species   emmean       SE df lower.CL upper.CL .group
 bluegill 0.00271 0.000422  7  0.00151  0.00391  1    
 trout    0.00381 0.000545  6  0.00219  0.00543  1    

segment = 6:
 species   emmean       SE df lower.CL upper.CL .group
 trout    0.00519 0.000499  6  0.00371  0.00667  1    
 bluegill 0.00555 0.000386  7  0.00445  0.00664  1    

segment = 7:
 species   emmean       SE df lower.CL upper.CL .group
 bluegill 0.01121 0.000588  7  0.00953  0.01288  1    
 trout    0.01298 0.000759  6  0.01072  0.01523  1    

d.f. method: containment 
Confidence level used: 0.95 
Conf-level adjustment: bonferroni method for 2 estimates 
significance level used: alpha = 0.05 </code></pre>
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<div id="efficiency-models" class="section level1">
<h1>Efficiency models</h1>
<p>Load efficiency data</p>
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<pre class="r"><code>efficiency_master_data &lt;- read_csv(&quot;C:/Users/kelse/Desktop/power_eff_2.5_v2.csv&quot;)</code></pre>
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<pre><code>Missing column names filled in: 'X1' [1]Parsed with column specification:
cols(
  X1 = [32mcol_double()[39m,
  sequence = [31mcol_character()[39m,
  individual = [31mcol_character()[39m,
  species = [31mcol_character()[39m,
  thrust_power = [32mcol_double()[39m,
  axial_power = [32mcol_double()[39m,
  lateral_power = [32mcol_double()[39m,
  efficiency = [32mcol_double()[39m
)</code></pre>
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<p>Get rid of the indexing column from Python</p>
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<pre class="r"><code>efficiency_master_data$X1 &lt;- NULL</code></pre>
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<div id="build-model-3" class="section level4">
<h4>build model</h4>
<div id="find-random-effects-2" class="section level5">
<h5>Find random effects</h5>
<p>Assume individual is a random effect, but let’s demonstrate it.</p>
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<pre class="r"><code>testEffBgTr_0 &lt;- gls(efficiency ~ species, data = efficiency_master_data)
testEffBgTr_1 &lt;- lme(efficiency ~ species, random = ~1|individual, data = efficiency_master_data)</code></pre>
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<p>compare models</p>
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<pre class="r"><code>anova(testEffBgTr_0,testEffBgTr_1)</code></pre>
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<p>Do a p-value correction for testing on the boundary</p>
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<pre class="r"><code>0.5*(1-pchisq(6.033351, 1))</code></pre>
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<pre><code>[1] 0.007019029</code></pre>
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<p>This p-value is still below our significance threshold, so we accept individual as a random intercept term.</p>
<p>We are data-limited, so take this as our random structure (we don’t have enough data to fit random slopes)</p>
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<div id="check-for-heterogeneity-3" class="section level5">
<h5>Check for heterogeneity</h5>
<p>Plot residuals</p>
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<pre class="r"><code>plot(testEffBgTr_1)</code></pre>
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<p><img 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/></p>
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<p>Hard to tell if there’s heterogeneity here - but probably not.</p>
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<pre class="r"><code>grid.arrange(
  ggplot(efficiency_master_data, aes(x = species, y = resid(testEffBgTr_1))) 
    + geom_boxplot() +papertheme + ggtitle(&quot;species&quot;),
  
  
  ncol=2
)</code></pre>
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<p>Variances are equal across species</p>
</div>
<div id="check-fixed-effects-structure-2" class="section level5">
<h5>Check fixed effects structure</h5>
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<pre class="r"><code>anova(testEffBgTr_1)</code></pre>
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<p>Species is not significant.</p>
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</div>
<div id="final-bg-vs-tr-efficiency-model" class="section level4">
<h4>Final bg vs tr efficiency model</h4>
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<pre class="r"><code>efficiency_model &lt;- lme(efficiency ~ species, random = ~1|individual, data = efficiency_master_data)</code></pre>
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<pre class="r"><code>summary(efficiency_model)</code></pre>
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<pre><code>Linear mixed-effects model fit by REML
 Data: efficiency_master_data </code></pre>
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<pre><code>
Random effects:
 Formula: ~1 | individual
        (Intercept)   Residual
StdDev:  0.02040063 0.01841369

Fixed effects: efficiency ~ species </code></pre>
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<pre><code> Correlation: 
             (Intr)
speciestrout -0.612

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-1.29076505 -0.60701066 -0.09589237  0.82922658  1.68455778 

Number of Observations: 24
Number of Groups: 8 </code></pre>
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<pre class="r"><code>plot(efficiency_model)</code></pre>
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<div id="rmd-source-code">---
title: "Extended statistical reports"
output:
  pdf_document: default
  html_notebook: default
  word_document: default
  html_document:
    df_print: paged
---







###Setup

Load libraries
```{r}

library(tidyverse)
library(knitr)
library(nlme)
library(ggbeeswarm)
library(emmeans)
library(kableExtra)
library(GGally)
library(qqplotr)
library(gridExtra)
library(RColorBrewer)
library(car)
library(effects)


```

### Load in the fish data
```{r}
master_data <- read_csv("C:/Users/kelse/Desktop/fishData_compiledForStats_v6.csv")
```

Get rid of the indexing column from Python
```{r}
master_data$X1 <- NULL

```

Make some variables that read in as numerics into factors (categorical variables)
```{r}
master_data$speed <- factor(master_data$speed)
master_data$segment <- factor(master_data$segment)
```


Just in case, let's make two smaller tables - one for bluegill, one for trout
```{r}
bluegill_data <- master_data %>%
  filter(species == "bluegill")

trout_data <- master_data %>%
  filter(species == "trout")
```



Set up some basic themes for plots
```{r}
papertheme <- theme_bw() + theme(axis.line = element_line(color="gray"), 
                                 axis.ticks = element_line(color="gray"), 
                                 panel.border = element_blank(),
                                 strip.background = element_blank(),
                                 legend.title = element_blank())
```







Let's drop left/right distinction from final data set.

```{r}
master_data_nosides <- master_data %>%
  
  select(species, individual, sequence, speed, period, freq, waveSpeed, waveLength, tbamp, Re, St,
         netCFxWholeBody, p1maxCFxWholeBody, p1minCFxWholeBody, 
         p1maxTimeCFxWholeBody, p1minTimeCFxWholeBody,
         p2maxCFxWholeBody, p2minCFxWholeBody, p2maxTimeCFxWholeBody, p2minTimeCFxWholeBody,
         netCFyWholeBody, maxCFyWholeBody, minCFyWholeBody, maxTimeCFyWholeBody, minTimeCFyWholeBody,
         segment, pressType, forceType,
         ampInSegm, ampMaxTimeInSegm, ampMinTimeInSegm, bodyAngleInSegm, 
         bodyAngleMaxTimeInSegm, bodyAngleMinTimeInSegm,
         AoAInSegm, AoAMaxTimeInSegm, AoAMinTimeInSegm,
         meanCpsInSegmSidesAvg, absMeanCpsInSegmSidesAvg,
         maxCpsInSegmSidesAvg, minCpsInSegmSidesAvg,
         maxTimeCpsInSegmSidesAvg, minTimeCpsInSegmSidesAvg, 
         meanCFxInSegmSidesAvg, netCFxInSegmSidesAvg, meanCFxByMechSidesAvg, netCFxByMechSidesAvg,
         meanCFyInSegmSidesAvg, netCFyInSegmSidesAvg,
         absMeanCFxByMechSidesAvg, absNetCFxByMechSidesAvg, absPeakCFxByMechSidesAvg, 
         peakCFxByMechSidesAvg, peakTimeCFxByMechSidesAvg, areaUnderCurveByMechSidesAvg,
         ampAtPeakByMechSidesAvg, angleAtPeakByMechSidesAvg
         ) %>%
  unique()


bluegill_data_nosides <- master_data_nosides %>%
  filter(species == 'bluegill')

trout_data_nosides <- master_data_nosides %>%
  filter(species == 'trout')

thrust_data_nosides <- master_data_nosides %>%
  filter(forceType == 'thrust')


drag_data_nosides <- master_data_nosides %>%
  filter(forceType == 'drag')


speciescomp_data_nosides <- master_data_nosides %>%
  filter(speed == "2.5")

```





# CFx models

Questions/Hypotheses we're interested in:
-How does force change in each segment across speed or species?
-How does thrust/drag compare across high to low pressure type?
-How does thrust/drag in segments compare across pressure type?


Stats analysis completed following the protocol in Zuur et al.
Zuur, A. F., Ieno, E. N., Walker, N., Saveliev, A. A. and Smith, G. M. (2009). 
  Mixed effects models and extensions in ecology with R. New York, NY: Springer New York.



### CFx (species comparison) model

Do a test for NA values - see if we have missing data
```{r rows.print=56}
sc_test_for_na <- speciescomp_data_nosides %>%
  group_by(forceType, pressType, species, segment) %>%
  summarize(n=sum(!is.na(absMeanCFxByMechSidesAvg))) %>%
  filter(n<24)

sc_test_for_na
```


Do a test for 0's - see how many we have
```{r rows.print=14}
sc_test_for_zero <- speciescomp_data_nosides %>%
  group_by(forceType, pressType, species, segment) %>%
  summarize(n=sum(absMeanCFxByMechSidesAvg==0)) %>%
  filter(n>0)

sc_test_for_zero
```


####build model

#####Find random term structure

Start with a basic linear model and a basic mixed effects model for comparisons (we believe that individual has to be a random effect).

```{r}
m2 <- gls(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment, data = speciescomp_data_nosides)
```



```{r}
m3 <- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
                          random = ~1|individual, data = speciescomp_data_nosides)

```


compare models
```{r}
anova(m2,m3)
```



Do a p-value correction for testing on the boundary
```{r}
0.5*(1-pchisq(6.221792, 1))
```
This p-value is still below our significance threshold, so we accept individual as a random intercept term.

We are data-limited, so take this as our random structure (we don't have enough data to fit random slopes)




#####Check for heterogeneity



Plot residuals
```{r}
plot(m3)
```

So, we see there is heteroskedasticity.  But where does it come from?


```{r, fig.width=12, fig.height=3}

grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = forceType, y = resid(m3))) 
    + geom_boxplot() + papertheme + ggtitle("force type"),
  
  ggplot(speciescomp_data_nosides, aes(x = pressType, y = resid(m3))) 
    + geom_boxplot() + papertheme + ggtitle("pressure type"),
  
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(m3))) 
    + geom_boxplot() +papertheme + ggtitle("species"),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(m3))) 
    + geom_boxplot() + papertheme + ggtitle("segment"),
  
  
  ncol=4
)

```





Ok, so it seems like all factors have some level of unequal variances.  Segment particularly, and maybe species and pressType.



```{r, fig.width=8, fig.height=6}

grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(m3))) 
    + geom_boxplot() + papertheme + ggtitle("segment"),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(m3), color = forceType)) 
    + geom_boxplot() + papertheme + ggtitle("force type"),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(m3), color = pressType)) 
    + geom_boxplot() + papertheme + ggtitle("pressure type"),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(m3), color = species)) 
    + geom_boxplot() +papertheme + ggtitle("species"),
  
  ncol=2
)

```

The patterns vs segment didn't change much when broken up by the other factors.
Trout seems to consistently have more variance than bluegill.
Pressure type doesn't have a consistent pattern - lo and hi both have larger variances depending on the segment.
Force type is pretty equal except in the last segment.




```{r, fig.width=8, fig.height=6}

grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(m3))) 
    + geom_boxplot() + papertheme + ggtitle("species"),
  
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(m3), color = forceType)) 
    + geom_boxplot() + papertheme + ggtitle("force type"),
  
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(m3), color = pressType)) 
    + geom_boxplot() + papertheme + ggtitle("pressure type"),
  
  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(m3), color = segment)) 
    + geom_boxplot() +papertheme + ggtitle("segment"),
  
  ncol=2
)

```


As above, see that trout variance is larger vs segments, 
but hard to say what the difference is between species based on pressType or forceType.



#####Find variance structure

Look for what could be causing issues with residuals by marking them up with color.

```{r, fig.width=8, fig.height=6}

grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = fitted(m3), y = residuals(m3), color = segment)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle("segment"),
  
  ggplot(speciescomp_data_nosides, aes(x = fitted(m3), y = residuals(m3), color = species)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle("species"),
  
  ggplot(speciescomp_data_nosides, aes(x = fitted(m3), y = residuals(m3), color = forceType)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle("forceType"),
  
  ggplot(speciescomp_data_nosides, aes(x = fitted(m3), y = residuals(m3), color = pressType)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle("pressType"),
  
  ncol = 2
)


```

Segment and pressType are probably the issue (the really big values all from segment 1 and 7, hi pressure),
but trout does have some larger residuals than bluegill


Let's try some variance structures out.

Note:
varIdent(form =~ 1|forceType*pressType*species*segment) nor 
varIdent(form =~ 1|pressType*species*segment) nor
varIdent(form =~ 1|pressType*segment)

converge.  So, let's do what we can...

Let's do groups of 2 and then single.


```{r}

vfsc1 <- varIdent(form =~ 1|species*segment)

vfsc2 <- varIdent(form =~ 1|pressType*species)

vfsc3 <- varIdent(form =~ 1|segment)

vfsc4 <- varIdent(form =~ 1|pressType)

vfsc5 <- varIdent(form =~ 1|species)


```




Set up REML models with different variance structures.

```{r}

m3.1 <- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
               random = ~1|individual,
               data = speciescomp_data_nosides,
               weights = vfsc1)

m3.2 <- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
               random = ~1|individual,
               data = speciescomp_data_nosides,
               weights = vfsc2)

m3.3 <- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
               random = ~1|individual,
               data = speciescomp_data_nosides,
               weights = vfsc3)

m3.4 <- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
               random = ~1|individual,
               data = speciescomp_data_nosides,
               weights = vfsc4)

m3.5 <- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
               random = ~1|individual,
               data = speciescomp_data_nosides,
               weights = vfsc5)

```



Compare using AIC
```{r}
AIC(m3, m3.1, m3.2, m3.3, m3.4, m3.5)
```



The m3.1 model wins.





Check residuals.
```{r}
plot(m3.1)

```


Better than model without the unequal variance specification.



#####Look for optimal fixed structure

Start by finding out if highest-order interaction term is significant.
```{r rows.print=16}
anova(m3.1)
```

4-way interaction term is significant, so nothing can be dropped.



For fun, let's do a goodness-of-fit test for the model terms:
```{r}
car::Anova(m3.1)
```


Again, 4-way interaction is highly significant, so we keep all the terms.




##### Final descriptive CFx model (species comparison)
Force magnitude depends on force type, pressure type, species, and segment when the effect of individuals is controlled for, and
we allow for differing variances across segments and species.


```{r}
speciescomp_CFx_descriptive <- lme(absMeanCFxByMechSidesAvg ~ forceType*pressType*species*segment,
                          random = ~1|individual,
                          data = speciescomp_data_nosides,
                          weights = varIdent(form =~ 1|species*segment))


```


One last check - qq plot
```{r}
qqnorm(speciescomp_CFx_descriptive)
```

Ok, still not fabulous, but there may be enough data to not worry about non-normality.





```{r rows.print=56}
summary(speciescomp_CFx_descriptive)
```



```{r rows.print=16}
anova(speciescomp_CFx_descriptive)
```



#####Post-hoc tests
Do post-hoc tests so we can get a sense of what's going on in the model.

```{r}
CLD(emmeans(speciescomp_CFx_descriptive, specs = ~ forceType*pressType | segment*species), adjust = "fdr")
```



```{r}
CLD(emmeans(speciescomp_CFx_descriptive, specs = ~ species | segment*forceType*pressType), adjust = "fdr")
```


# CFx (total) models


####build model

#####Find random effects

Assume individual is a random effect, but let's demonstrate it.
```{r}

testCFxBgTr_0 <- gls(meanCFxInSegmSidesAvg ~ species + segment + species:segment, data = speciescomp_data_nosides)

testCFxBgTr_1 <- lme(meanCFxInSegmSidesAvg ~ species + segment + species:segment, 
                          random = ~1|individual, data = speciescomp_data_nosides)


```



compare models
```{r}
anova(testCFxBgTr_0,testCFxBgTr_1)
```



Do a p-value correction for testing on the boundary
```{r}
0.5*(1-pchisq(6.24547, 1))
```
This p-value is still below our significance threshold, so we accept individual as a random intercept term.

We are data-limited, so take this as our random structure (we don't have enough data to fit random slopes)


#####Check for heterogeneity



Plot residuals
```{r}
plot(testCFxBgTr_1)
```

Possibly some heterogeneity.  Hard to tell if other issues are in play too.
Let's see if there is a cause for heterogeneity.




```{r, fig.width=6, fig.height=3}

grid.arrange(

  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(testCFxBgTr_1))) 
    + geom_boxplot() +papertheme + ggtitle("species"),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(testCFxBgTr_1))) 
    + geom_boxplot() + papertheme + ggtitle("segment"),
  
  
  ncol=2
)

```

Variances are unequal across segments and species


```{r, fig.width=8, fig.height=3}

grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = fitted(testCFxBgTr_1), y = residuals(testCFxBgTr_1), color = segment)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle("segment"),
  
  ggplot(speciescomp_data_nosides, aes(x = fitted(testCFxBgTr_1), y = residuals(testCFxBgTr_1), color = species)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle("species"),
  
  ncol = 2
)


```

Definitely issues due to both segments and species.


Let's see if adding a variance structure helps.



```{r}

testCFxBgTr_1a <- lme(meanCFxInSegmSidesAvg ~ species + segment + species:segment, 
                      weights = varIdent(form = ~1|species),
                      random = ~1|individual, data = speciescomp_data_nosides)

testCFxBgTr_1b <- lme(meanCFxInSegmSidesAvg ~ species + segment + species:segment, 
                      weights = varIdent(form = ~1|segment),
                      random = ~1|individual, data = speciescomp_data_nosides)

testCFxBgTr_1c <- lme(meanCFxInSegmSidesAvg ~ species + segment + species:segment, 
                      weights = varIdent(form = ~1|species*segment),
                      random = ~1|individual, data = speciescomp_data_nosides)

```




Compare models
```{r}
AIC(testCFxBgTr_1, testCFxBgTr_1a, testCFxBgTr_1b, testCFxBgTr_1c)
```

Model with the variance allowed to vary across species*segments is best by AIC score.

So, look at residuals.


```{r}
plot(testCFxBgTr_1c)
```



Better.




#####Check fixed effects structure
```{r}
anova(testCFxBgTr_1c)
```

The interaction term is highly significant - so we need all the terms in our model.





####Final bg vs tr CFx (total) model


```{r}

speciescomp_CFx_descriptive <- lme(meanCFxInSegmSidesAvg ~ species + segment + species:segment, 
                                   weights = varIdent(form = ~1|species*segment),
                                   random = ~1|individual, data = speciescomp_data_nosides)


```

```{r rows.print=14}
summary(speciescomp_CFx_descriptive)
```


```{r}
plot(speciescomp_CFx_descriptive)
```


```{r}
anova(speciescomp_CFx_descriptive)
```




```{r}
CLD(emmeans(speciescomp_CFx_descriptive, specs = ~ species | segment), adjust = "fdr")
```




# CFy models

We don't care if force is going left or right, just the magnitude.  So let's take the absolute value of CFy.

```{r}
bluegill_data_nosides$absMeanCFyInSegmSidesAvg <- abs(bluegill_data_nosides$meanCFyInSegmSidesAvg)

speciescomp_data_nosides$absMeanCFyInSegmSidesAvg <- abs(speciescomp_data_nosides$meanCFyInSegmSidesAvg)
```




####build model

#####Find random effects

Assume individual is a random effect, but let's demonstrate it.
```{r}

testCFyBgTr_0 <- gls(absMeanCFyInSegmSidesAvg ~ species + segment + species:segment, data = speciescomp_data_nosides)

testCFyBgTr_1 <- lme(absMeanCFyInSegmSidesAvg ~ species + segment + species:segment, 
                          random = ~1|individual, data = speciescomp_data_nosides)


```



compare models
```{r}
anova(testCFyBgTr_0,testCFyBgTr_1)
```



Do a p-value correction for testing on the boundary
```{r}
0.5*(1-pchisq(153.3107, 1))
```
This p-value is still below our significance threshold, so we accept individual as a random intercept term.

We are data-limited, so take this as our random structure (we don't have enough data to fit random slopes)


#####Check for heterogeneity



Plot residuals
```{r}
plot(testCFyBgTr_1)
```

Really bizarre.  For sure some heterogeneity.  Hard to tell if other issues are in play too.
Let's see if there is a cause for heterogeneity.




```{r, fig.width=6, fig.height=3}

grid.arrange(

  ggplot(speciescomp_data_nosides, aes(x = species, y = resid(testCFyBgTr_1))) 
    + geom_boxplot() +papertheme + ggtitle("species"),
  
  ggplot(speciescomp_data_nosides, aes(x = segment, y = resid(testCFyBgTr_1))) 
    + geom_boxplot() + papertheme + ggtitle("segment"),
  
  
  ncol=2
)

```

Variances are unequal across segments and species


```{r, fig.width=8, fig.height=3}

grid.arrange(
  ggplot(speciescomp_data_nosides, aes(x = fitted(testCFyBgTr_1), y = residuals(testCFyBgTr_1), color = segment)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle("segment"),
  
  ggplot(speciescomp_data_nosides, aes(x = fitted(testCFyBgTr_1), y = residuals(testCFyBgTr_1), color = species)) 
    + geom_point(alpha = 0.4) + papertheme + ggtitle("species"),
  
  ncol = 2
)


```

Definitely issues due to both segments and species.


Let's see if adding a variance structure helps.
Note that varIdent(form = ~1|species*segment) does not converge.



```{r}

testCFyBgTr_1a <- lme(absMeanCFyInSegmSidesAvg ~ species + segment + species:segment, 
                      weights = varIdent(form = ~1|species),
                      random = ~1|individual, data = speciescomp_data_nosides)

testCFyBgTr_1b <- lme(absMeanCFyInSegmSidesAvg ~ species + segment + species:segment, 
                      weights = varIdent(form = ~1|segment),
                      random = ~1|individual, data = speciescomp_data_nosides)

```




Compare models
```{r}
AIC(testCFyBgTr_1, testCFyBgTr_1a, testCFyBgTr_1b)
```

Model with the variance allowed to vary across segments is best by AIC score - HUGE improvement.

So, look at residuals.


```{r}
plot(testCFyBgTr_1b)
```



Better.  Still some patchiness - likely because our data is sparse.  Vertical spread is much improved.




#####Check fixed effects structure
```{r}
anova(testCFyBgTr_1b)
```

The interaction term is highly significant - so we need all the terms in our model.





####Final bg vs tr CFy model


```{r}

speciescomp_CFy_descriptive <- lme(absMeanCFyInSegmSidesAvg ~ species + segment + species:segment, 
                                   weights = varIdent(form = ~1|segment),
                                   random = ~1|individual, data = speciescomp_data_nosides)


```

```{r rows.print=14}
summary(speciescomp_CFy_descriptive)
```


```{r}
plot(speciescomp_CFy_descriptive)
```


```{r}
anova(speciescomp_CFy_descriptive)
```




```{r}
CLD(emmeans(speciescomp_CFy_descriptive, specs = ~ species | segment), adjust = "fdr")
```






# Efficiency models

Load efficiency data
```{r}
efficiency_master_data <- read_csv("C:/Users/kelse/Desktop/power_eff_2.5_v2.csv")
```


Get rid of the indexing column from Python
```{r}
efficiency_master_data$X1 <- NULL

```



####build model

#####Find random effects

Assume individual is a random effect, but let's demonstrate it.
```{r}

testEffBgTr_0 <- gls(efficiency ~ species, data = efficiency_master_data)

testEffBgTr_1 <- lme(efficiency ~ species, random = ~1|individual, data = efficiency_master_data)


```



compare models
```{r}
anova(testEffBgTr_0,testEffBgTr_1)
```



Do a p-value correction for testing on the boundary
```{r}
0.5*(1-pchisq(6.033351, 1))
```
This p-value is still below our significance threshold, so we accept individual as a random intercept term.

We are data-limited, so take this as our random structure (we don't have enough data to fit random slopes)


#####Check for heterogeneity



Plot residuals
```{r}
plot(testEffBgTr_1)
```

Hard to tell if there's heterogeneity here - but probably not.




```{r, fig.width=6, fig.height=3}

grid.arrange(

  ggplot(efficiency_master_data, aes(x = species, y = resid(testEffBgTr_1))) 
    + geom_boxplot() +papertheme + ggtitle("species"),
  
  
  ncol=2
)

```

Variances are equal across species



#####Check fixed effects structure
```{r}
anova(testEffBgTr_1)
```

Species is not significant.





####Final bg vs tr efficiency model


```{r}

efficiency_model <- lme(efficiency ~ species, random = ~1|individual, data = efficiency_master_data)


```

```{r rows.print=14}
summary(efficiency_model)
```


```{r}
plot(efficiency_model)
```







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